{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "be8b4981",
   "metadata": {},
   "source": [
    "# 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf22335a",
   "metadata": {},
   "source": [
    "## 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7df093b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：剪辑师\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c1231c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "城市编码 = {\n",
    "    '北京':'010',\n",
    "    '上海':'020',\n",
    "    '广州':'050020',\n",
    "    '深圳':'050090',\n",
    "    '香港':'320'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0be431b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的城市：广州\n"
     ]
    }
   ],
   "source": [
    "用户输入城市 = input(\"请输入你要查询的城市：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c6f6861b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258029633%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"651efeb34a7a216227dd5a8c6f32125d\",\"jobId\":\"58029633\",\"imId\":\"009626a57808c555c8a1a85ef66ce3f3\",\"imUserType\":\"2\",\"recruiterName\":\"林女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'job': {'labels': ['后期制作', '剪辑'], 'topJob': False, 'refreshTime': '20230406111849', 'jobKind': '2', 'jobId': '40719075', 'title': '视频剪辑师', 'requireEduLevel': '大专', 'salary': '6-10k', 'dq': '广州-天河区', 'link': 'https://www.liepin.com/job/1940719075.shtml', 'requireWorkYears': '1-3年', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'recruiter': {'chatted': False, 'imId': '76cde9a09295cd7e68c56fcc9b2af6cb', 'imUserType': '2', 'recruiterName': '黄女士', 'recruiterTitle': 'ui设计师', 'recruiterId': '9f87f2d840fbdb78fc2584ef504333fd', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州天将网络科技有限公司', 'compId': 12809791, 'compScale': '1-49人', 'compIndustry': '计算机软件', 'link': 'https://www.liepin.com/company/12809791/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2240719075%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"9f87f2d840fbdb78fc2584ef504333fd\",\"jobId\":\"40719075\",\"imId\":\"76cde9a09295cd7e68c56fcc9b2af6cb\",\"imUserType\":\"2\",\"recruiterName\":\"黄女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'job': {'labels': [], 'topJob': False, 'refreshTime': '20230601093511', 'jobKind': '2', 'jobId': '59001013', 'title': '拍摄剪辑师', 'requireEduLevel': '大专', 'salary': '5-8k', 'dq': '广州-番禺区', 'link': 'https://www.liepin.com/job/1959001013.shtml', 'requireWorkYears': '1-3年', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'chatted': False, 'imId': 'ec940d6d33dff2e24c7b9da341e06feb', 'imUserType': '2', 'recruiterName': '陈先生', 'recruiterTitle': '招聘专员', 'recruiterId': 'a1f095d45a4fc73ad959b7aef1f941ea', 'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'}, 'comp': {'compLogo': '6407f1b568644a5169e0563406u.png', 'compName': '广州蚁巢网络科技有限公司', 'compId': 12271583, 'compScale': '100-499人', 'compIndustry': '互联网', 'link': 'https://www.liepin.com/company/12271583/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2259001013%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"a1f095d45a4fc73ad959b7aef1f941ea\",\"jobId\":\"59001013\",\"imId\":\"ec940d6d33dff2e24c7b9da341e06feb\",\"imUserType\":\"2\",\"recruiterName\":\"陈先生\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'}, {'job': {'labels': [], 'topJob': False, 'refreshTime': '20230602002729', 'jobKind': '2', 'jobId': '58932751', 'title': '视频剪辑师', 'requireEduLevel': '本科', 'salary': '5-6k', 'dq': '广州-天河区', 'link': 'https://www.liepin.com/job/1958932751.shtml', 'requireWorkYears': '1-3年', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'chatted': False, 'imId': '50d43e276aba840799c4538f2a55bd77', 'imUserType': '2', 'recruiterName': '黄女士', 'recruiterTitle': '总经理', 'recruiterId': 'f4d1f78d4a4a4aad415e6e85dd3bd7f2', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compLogo': '6413a1c99533bc0e50173d8a05u.jpg', 'compName': '广州惠和营销咨询管理有限公司', 'compId': 13469371, 'compScale': '1-49人', 'compIndustry': '互联网', 'link': 'https://www.liepin.com/company/13469371/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258932751%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f4d1f78d4a4a4aad415e6e85dd3bd7f2\",\"jobId\":\"58932751\",\"imId\":\"50d43e276aba840799c4538f2a55bd77\",\"imUserType\":\"2\",\"recruiterName\":\"黄女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}]}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 6, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 203, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 城市编码[用户输入城市],\n",
    "            \"dq\":城市编码[用户输入城市],\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": 用户输入职位,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'5912ab83f436418a846f7740d859091d; _ga=GA1.1.417978966.1681904648; __uuid=1681904648686.14; need_bind_tel=false; new_user=false; c_flag=e90b74cb360a91a26fa9906e00a8bdf5; imId=441740984653098f3d90c410dc43cb9b; imId_0=441740984653098f3d90c410dc43cb9b; imClientId=441740984653098f92b7a5589f2c6c58; imClientId_0=441740984653098f92b7a5589f2c6c58; __tlog=1687017471166.77%7C00000000%7C00000000%7Cs_00_pz0%7Cs_00_pz0; XSRF-TOKEN=6gsj4RvlTp64VWs7bAXbzQ; UniqueKey=9a394dc4a3a575f3a9dba665e9526a14; liepin_login_valid=0; lt_auth=6ukOaXcBmlr47STagWVY4atKititBj2Y9HRe0B0Hg4K9D%2Faw4P%2FmRgyPqLQG%2FioIqxx0Iq4zMLb2Muj%2FznZK6EIV8FGnlZ6utf6k1XweTuNnHuyflMXuqsjQQJgirXo6ykpgn2si0HU%3D; access_system=C; inited_user=54eaa6853dff04fd0bd2804e1a38fcb9; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E9%83%AD%E6%9F%90; acw_tc=276082a716870175111955195ed3a02e1a4069e7a8b43d124d6271c08fe038; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686554490,1687017511; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1687017527; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_9a394dc4a3a575f3a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1687017527.4.1.1687017550.0.0.0; __session_seq=4; __uv_seq=4',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '48eb1844-4e4a-43bc-9e33-b7038f6e4ce3',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': '6gsj4RvlTp64VWs7bAXbzQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9ce3169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = response_data['data']['pagination']['totalPage']\n",
    "page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00d5fcb6",
   "metadata": {},
   "source": [
    "## 翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "43043d51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2237907205%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%224%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%224%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"imId\":\"bc8871a4cbab8a84dfb6df235db455f2\",\"imUserType\":\"2\",\"userId\":\"42ec4a8a1556a6d21536af6289c9a90f\",\"jobId\":\"37907205\",\"jobKind\":\"2\",\"recruiterName\":\"王先生\",\"recruiterPhoto\":\"606d7c4da2f7110a6a343c8101u.png\"}'}, {'job': {'labels': ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多'], 'jobId': '47448649', 'refreshTime': '20220418174119', 'jobKind': '2', 'title': '短视频编导', 'salary': '10-15k', 'dq': '广州', 'topJob': False, 'link': 'https://www.liepin.com/job/1947448649.shtml', 'requireWorkYears': '1-3年', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'requireEduLevel': '大专', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=39'}, 'recruiter': {'recruiterId': '60b41d9719c4357f0cab50e1f1bbcec9', 'imId': '2aa95d7ff9717c4bc7694c3b554596c0', 'imUserType': '2', 'chatted': False, 'recruiterName': '高先生', 'recruiterTitle': '', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'comp': {'compScale': '1-49人', 'compName': '广州知进守网络科技有限公司', 'compId': 12998867, 'compLogo': '6209c8ac852ef53f0fc58fa701u.png', 'compIndustry': '在线社交/媒体', 'link': 'https://www.liepin.com/company/12998867/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2247448649%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%224%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%224%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"imId\":\"2aa95d7ff9717c4bc7694c3b554596c0\",\"imUserType\":\"2\",\"userId\":\"60b41d9719c4357f0cab50e1f1bbcec9\",\"jobId\":\"47448649\",\"jobKind\":\"2\",\"recruiterName\":\"高先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 6, 'pageSize': 40, 'currentPage': 4, 'hasNext': False, 'totalCounts': 203}}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划'], 'salary': '6-8k', 'dq': '广州-天河区', 'title': '海外文案策划编辑', 'jobId': '56757305', 'refreshTime': '20230307141000', 'jobKind': '2', 'topJob': False, 'requireEduLevel': '本科', 'link': 'https://www.liepin.com/job/1956757305.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=5&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=5&pageSize=40&index=0'}, 'recruiter': {'imId': 'a07a1d3ceb9404fe8168f1d83f776855', 'imUserType': '2', 'chatted': False, 'recruiterName': '刘先生', 'recruiterTitle': 'SEO网站运营经理', 'recruiterId': 'af28dae163dda0eea569ed67c2de5d7a', 'recruiterPhoto': '6407205aad2fe84c20dc4d0407u.png'}, 'comp': {'compIndustry': '贸易/进出口', 'compScale': '1-49人', 'compName': '广州瑞枫跨境供应链有限公司', 'compStage': '融资未公开', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 8761157, 'link': 'https://www.liepin.com/company/8761157/'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2256757305%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%225%22%2C%22d_curPage%22%3A%225%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"a07a1d3ceb9404fe8168f1d83f776855\",\"imUserType\":\"2\",\"userId\":\"af28dae163dda0eea569ed67c2de5d7a\",\"recruiterName\":\"刘先生\",\"jobId\":\"56757305\",\"jobKind\":\"2\",\"recruiterPhoto\":\"6407205aad2fe84c20dc4d0407u.png\"}'}, {'job': {'labels': ['大专'], 'salary': '3-8k', 'dq': '广州-荔湾区', 'title': '后期剪辑师', 'jobId': '57835711', 'refreshTime': '20230415150750', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/57835711', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=5&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=5&pageSize=40&index=1', 'campusJobKind': '应届'}, 'recruiter': {'imId': '30298571fd39ceb7ecfac38e3112b5b8', 'imUserType': '2', 'chatted': False, 'recruiterName': '贾女士', 'recruiterTitle': 'HR', 'recruiterId': '4a4f845cfaf0d43deaeaabe9b023e21d', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compIndustry': '批发/零售', 'compScale': '1-49人', 'compName': '广州市共利贸易有限公司', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 13226613, 'link': 'https://www.liepin.com/company/13226613/'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257835711%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%225%22%2C%22d_curPage%22%3A%225%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"30298571fd39ceb7ecfac38e3112b5b8\",\"imUserType\":\"2\",\"userId\":\"4a4f845cfaf0d43deaeaabe9b023e21d\",\"recruiterName\":\"贾女士\",\"jobId\":\"57835711\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'job': {'labels': ['提供转正', '大专', '视频剪辑'], 'salary': '100元/天', 'dq': '广州', 'title': '视频编辑', 'jobId': '45048333', 'refreshTime': '20220126233003', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/45048333', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=5&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=5&pageSize=40&index=2', 'campusJobKind': '实习'}, 'recruiter': {'imId': '5a3e37ff39c8eb29816841a4612c5b46', 'imUserType': '2', 'chatted': False, 'recruiterName': '王先生', 'recruiterTitle': '总经理', 'recruiterId': 'e6d587467f43f7588d83ffd37edb15ca', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'comp': {'compIndustry': '专业技术服务', 'compScale': '1-49人', 'compName': '广州如壹文化传媒有限公司', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 12941969, 'link': 'https://www.liepin.com/company/12941969/'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2245048333%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%225%22%2C%22d_curPage%22%3A%225%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"5a3e37ff39c8eb29816841a4612c5b46\",\"imUserType\":\"2\",\"userId\":\"e6d587467f43f7588d83ffd37edb15ca\",\"recruiterName\":\"王先生\",\"jobId\":\"45048333\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 5, 'totalPage': 6, 'pageSize': 40, 'totalCounts': 203, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(page): # 需要判断页面的数据有多少页\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4422f4cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"d6e7deaaeaea5b238c59a...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"d1a95c9bff825cdb1f289...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"e6d587467f43f7588d83f...   \n",
       " 3   {\"jobKind\":\"2\",\"userId\":\"269608245e5f0b54de95a...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"053e16f0f30eacbb10bef...   \n",
       " 5   {\"jobKind\":\"2\",\"userId\":\"6213c347edcd7ab9146ac...   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"d0888a054e556f01fe2ca...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"87ce419579a04071d1a64...   \n",
       " 8   {\"jobKind\":\"2\",\"userId\":\"2fab670963735d71d8e5b...   \n",
       " 9   {\"jobKind\":\"2\",\"userId\":\"059090463c27b5939f655...   \n",
       " 10  {\"jobKind\":\"2\",\"userId\":\"9f412d916bb7f4fc2bb76...   \n",
       " 11  {\"jobKind\":\"2\",\"userId\":\"ddc7f76c5126038dfba8e...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"f7d27055c9733b5ad037d...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"15fe34d166eac4a676b98...   \n",
       " 14  {\"jobKind\":\"2\",\"userId\":\"f9303aeafcb9f5e81f5b7...   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"7a863ee5bbd833dd8b56e...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"c970e6936bab591a84ee1...   \n",
       " 17  {\"jobKind\":\"2\",\"userId\":\"9843d711bc70c561a0a8f...   \n",
       " 18  {\"jobKind\":\"2\",\"userId\":\"9fe26d630292077ed58dd...   \n",
       " 19  {\"jobKind\":\"2\",\"userId\":\"3d71e95beb3aa4c293764...   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"e794d745e9393670af647...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"907ac6b4512308ee43d18...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"a19a8788bd751fc7faab6...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"2c012f4d7b0ecefbd1351...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"9886652ebee0a60b89e23...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"4156abb92a72557b4e2f9...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"5edf740ecfbc5bd16c476...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"af28af395099327471034...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"8a9ea86d2d8c0ab3c8f73...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"30567c4c4abf8207de2bb...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"da5109027decc8a53ae92...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"1c808801e5cb84608f8e5...   \n",
       " 32  {\"jobKind\":\"2\",\"userId\":\"7ba75daa58ce5bfcd3470...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"a6024a015e3ec2d64f7f6...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"39614fb01a25678124219...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"09002d1851cec8d9b966a...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"651efeb34a7a216227dd5...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"9f87f2d840fbdb78fc258...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"a1f095d45a4fc73ad959b...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"f4d1f78d4a4a4aad415e6...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                  []  20210520203503   \n",
       " 1                                                  []  20230530141457   \n",
       " 2                                    [视频剪辑, 后期制作, pr]  20230319091436   \n",
       " 3                                                  []  20221107210124   \n",
       " 4                                        [后期制作, 视频剪辑]  20191119133330   \n",
       " 5                                                  []  20190613103456   \n",
       " 6                                                  []  20230613222536   \n",
       " 7                                                  []  20230617155505   \n",
       " 8                                 [视频后期, 视频剪辑, 短视频制片]  20230517112430   \n",
       " 9                                                  []  20230612174153   \n",
       " 10                                                 []  20230522165524   \n",
       " 11                                                 []  20230602141018   \n",
       " 12                                                 []  20230529171837   \n",
       " 13                   [新媒体, 短视频拍摄, 音频剪辑, 视频剪辑, 拍照, 茶类]  20230525141313   \n",
       " 14                                                 []  20230616113452   \n",
       " 15                                                 []  20230607100528   \n",
       " 16         [短视频剪辑, 视频剪辑, 剪辑, 短视频, 短视频内容, 视频特效, 短视频策划]  20230606120412   \n",
       " 17                                                 []  20230617184731   \n",
       " 18                                [服装, 短视频, 抖音, 拍摄剪辑]  20230516091553   \n",
       " 19                                                 []  20230506103155   \n",
       " 20  [快消品, After Effects, Premiere, 产品视频剪辑, 社交平台, 简...  20230613095734   \n",
       " 21                                                 []  20230406174822   \n",
       " 22                           [剪辑, 电商, 项目管理, 后期, 视频策划]  20230420161730   \n",
       " 23                                                 []  20230616094308   \n",
       " 24                                                 []  20230607114358   \n",
       " 25                                       [后期剪辑, 视频剪辑]  20230616085037   \n",
       " 26                                       [视频剪辑, 短视频类]  20230616155921   \n",
       " 27                                                 []  20230601143343   \n",
       " 28                                [电商摄影, 视频摄影, 短视频拍摄]  20230426171453   \n",
       " 29                                                 []  20220621113623   \n",
       " 30                                             [抖音剪辑]  20230510115830   \n",
       " 31                                       [短视频拍摄, 视频类]  20230616103656   \n",
       " 32                     [短视频拍摄, 视频剪辑, 抖音平台, 手机拍摄, 家居类]  20230324164738   \n",
       " 33                                       [视频剪辑, 美业行业]  20230616092106   \n",
       " 34                                                 []  20230616105410   \n",
       " 35                                             [视频剪辑]  20230426144158   \n",
       " 36                            [信息流广告, 带货视频, 口播, 种草视频]  20230422120328   \n",
       " 37                                         [后期制作, 剪辑]  20230406111849   \n",
       " 38                                                 []  20230601093511   \n",
       " 39                                                 []  20230602002729   \n",
       " \n",
       "    job.jobKind job.jobId  job.salary  job.dq  job.topJob            job.title  \\\n",
       " 0            2  39362451  10-15k·13薪      广州       False                摄影剪辑师   \n",
       " 1            2  58694853        6-9k  广州-天河区       False                视频剪辑师   \n",
       " 2            2  43415437        5-8k      广州       False                  剪辑师   \n",
       " 3            2  53689041        4-8k  广州-白云区       False                视频剪辑师   \n",
       " 4            2  24489071        4-8k      广州       False                  剪辑师   \n",
       " 5            2  20659127        4-8k      广州       False                  剪辑师   \n",
       " 6            2  59309131       7-10k  广州-番禺区       False                  剪辑师   \n",
       " 7            2  58436739        5-8k  广州-天河区       False              抖音视频剪辑师   \n",
       " 8            2  48692243   6-10k·13薪  广州-天河区       False                视频剪辑师   \n",
       " 9            2  59164423       8-12k      广州       False  视频剪辑师（品牌方向）(J10123)   \n",
       " 10           2  56544787       8-10k  广州-天河区       False                视频剪辑师   \n",
       " 11           2  59041319   9-13k·13薪  广州-黄埔区       False               短视频剪辑师   \n",
       " 12           2  58926467      10-12k  广州-越秀区       False                视频剪辑师   \n",
       " 13           2  58841113       7-20k  广州-海珠区       False                拍摄剪辑师   \n",
       " 14           2  58376011       8-12k  广州-越秀区       False                视频剪辑师   \n",
       " 15           2  59077383   9-10k·13薪      广州       False                拍摄剪辑师   \n",
       " 16           2  47931185       5-10k  广州-越秀区       False                视频剪辑师   \n",
       " 17           2  58099987      11-15k  广州-天河区       False                抖音剪辑师   \n",
       " 18           2  58185237       8-16k  广州-番禺区       False             短视频摄影剪辑师   \n",
       " 19           2  58320331   7-10k·14薪  广州-海珠区       False      信息流剪辑师（短剧/小说素材）   \n",
       " 20           2  58266401       8-11k  广州-天河区       False                视频剪辑师   \n",
       " 21           2  57591375  15-25k·13薪  广州-海珠区       False                视频剪辑师   \n",
       " 22           2  57016447       9-13k  广州-荔湾区       False                高级剪辑师   \n",
       " 23           2  58569099       7-10k  广州-番禺区       False                摄像剪辑师   \n",
       " 24           2  51985313    5-8k·13薪      广州       False            短视频-拍摄剪辑师   \n",
       " 25           2  52830187        薪资面议  广州-天河区       False                首席剪辑师   \n",
       " 26           2  51285887       5-10k  广州-番禺区       False                视频剪辑师   \n",
       " 27           2  57372961       7-10k  广州-番禺区       False                拍摄剪辑师   \n",
       " 28           2  58165669       9-13k      广州       False                摄像剪辑师   \n",
       " 29           2  50447453  12-18k·13薪  广州-越秀区       False                资深剪辑师   \n",
       " 30           2  58437309       8-11k  广州-天河区       False                视频剪辑师   \n",
       " 31           2  57780827       8-15k  广州-白云区       False                摄影剪辑师   \n",
       " 32           2  57278179        5-7k  广州-番禺区       False             短视频拍摄剪辑师   \n",
       " 33           2  22659495    8-9k·14薪      广州       False                视频剪辑师   \n",
       " 34           2  46698407       9-14k  广州-海珠区       False                高级剪辑师   \n",
       " 35           2  58156069       5-10k  广州-天河区       False                  剪辑师   \n",
       " 36           2  58029633        4-8k  广州-天河区       False                视频剪辑师   \n",
       " 37           2  40719075       6-10k  广州-天河区       False                视频剪辑师   \n",
       " 38           2  59001013        5-8k  广州-番禺区       False                拍摄剪辑师   \n",
       " 39           2  58932751        5-6k  广州-天河区       False                视频剪辑师   \n",
       " \n",
       "     ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0   ...  9c5f27e05d46ec708b0ca3877d009dea                    2   \n",
       " 1   ...  b988f49aacdae6b9f5555d53f3dd73c0                    2   \n",
       " 2   ...  5a3e37ff39c8eb29816841a4612c5b46                    2   \n",
       " 3   ...  6f2494e4819ca3174cd3c71b72ec7035                    2   \n",
       " 4   ...  6681866f9dba62fb8fa263ed17de85b1                    2   \n",
       " 5   ...  cd3a6e753f4b2fca9b730e23f2bd8f83                    2   \n",
       " 6   ...  779226361e1416949f90a7bcfdb96d0e                    2   \n",
       " 7   ...  ec61d4f0f9c823b89f525c4acd6c5f37                    2   \n",
       " 8   ...  ace683a18b35af16e37b0b202b2adc1c                    2   \n",
       " 9   ...  0cc19b72787c857755a0b6511a508218                    2   \n",
       " 10  ...  d64d7ca7da8ed89fbbc616e954f3a657                    2   \n",
       " 11  ...  ded6f02412abdc72c1bd2b3e9fec8144                    2   \n",
       " 12  ...  52bacccf5d113a20459a254ada6f4751                    2   \n",
       " 13  ...  09ccee716c48141044028f553778c6e1                    2   \n",
       " 14  ...  99ebba84651290616085192371c94c6d                    2   \n",
       " 15  ...  c2d974d0c65c22be04612e645251413c                    2   \n",
       " 16  ...  5e80092aba0521b436a9a97efe6aa3ae                    2   \n",
       " 17  ...  c847fbf007be0db3063dfc1b00f6daab                    2   \n",
       " 18  ...  72acd44fe58da9547db94255d9736b5c                    2   \n",
       " 19  ...  7cf7efd3fda5c3021e0eee8bcfc0b74c                    2   \n",
       " 20  ...  47182ebc383a9b1aa9f0273dd33fa30b                    2   \n",
       " 21  ...  5f64c6b2247e399a755afdb1bc565971                    2   \n",
       " 22  ...  44fa46e76bd76d6ad3bb4520db770433                    2   \n",
       " 23  ...  f4c2c4f6387ea82eeb73d155ecd17678                    2   \n",
       " 24  ...  3ef5c7fc97303abc6dadb487287a091a                    2   \n",
       " 25  ...  a15392d26b63da8e6042c177f0a1d2b1                    2   \n",
       " 26  ...  0d13286046872fae9018c687d130599f                    2   \n",
       " 27  ...  443608f52f17264f022ab90404d3094b                    2   \n",
       " 28  ...  679b671bae5bef2fa6b1d872f4d0eea3                    2   \n",
       " 29  ...  6d0aee43e8b60726485ba588be4f544c                    2   \n",
       " 30  ...  250238a4bf8c1a749494e054a88f21a2                    2   \n",
       " 31  ...  2f5b678365ecd9ede3a362ce23913155                    2   \n",
       " 32  ...  6a553b2ba2c3d02b64d60f7256455132                    2   \n",
       " 33  ...  ed6cab0176f9203c527a3bdaa9ebdbbf                    2   \n",
       " 34  ...  1d2de08debc9d5e8a152b73d5a2debd0                    2   \n",
       " 35  ...  996ce9b43a1a6e89712c830ebff006a2                    2   \n",
       " 36  ...  009626a57808c555c8a1a85ef66ce3f3                    2   \n",
       " 37  ...  76cde9a09295cd7e68c56fcc9b2af6cb                    2   \n",
       " 38  ...  ec940d6d33dff2e24c7b9da341e06feb                    2   \n",
       " 39  ...  50d43e276aba840799c4538f2a55bd77                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId        comp.compName  \\\n",
       " 0   60a711f6b4141f598f34ce0401u.png    12751171                 瓜瓜网络   \n",
       " 1   5f8f9863f6d1ab58476f246a08u.jpg    12878813        广州知行机器人科技有限公司   \n",
       " 2   5f8f986aea60860b75384fab08u.jpg    12941969         广州如壹文化传媒有限公司   \n",
       " 3   5f8f986aea60860b75384fab08u.jpg    13346319         广州立象网络科技有限公司   \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg    10046081         广州铂音文化传媒有限公司   \n",
       " 5   5f8f9863f6d1ab58476f246a08u.jpg    10082013         广州肆意文化传媒有限公司   \n",
       " 6   620cacc35767fe33a09175bd06u.png    10206875        广州市若木文化传媒有限公司   \n",
       " 7   5f8f986aea60860b75384fab08u.jpg    13406619           广州仆旅科技有限公司   \n",
       " 8   5f8f98648dbe6273dcf8515508u.jpg     9564431        广州市中创集团股份有限公司   \n",
       " 9   5f8f9866dfb13a7dee342f1808u.jpg     9945125                 慕恩生物   \n",
       " 10  601e5dd309f00f0851fa393b07u.png     7953428                 美莱整形   \n",
       " 11  5f8f986c79c7cc70efbf36c808u.jpg     8154155                 凡岛网络   \n",
       " 12  644b76874bbdfd19cd96b24c08u.png    12323569                 大旗财税   \n",
       " 13  6461aea62cb96274c5da4f1607u.png    13532019  云南东方印象品牌管理有限公司广州分公司   \n",
       " 14  5f8f98648dbe6273dcf8515508u.jpg    12978511                 云实科技   \n",
       " 15  5f8f986779c7cc70efbf36c008u.jpg    10279165            罗浮宫家居艺术中心   \n",
       " 16  62125d4ad892b021476b088d01u.png    13153091           广州奥尼商贸有限公司   \n",
       " 17  5f8f9866dfb13a7dee342f1808u.jpg     9237094       广州无添加主义化妆品有限公司   \n",
       " 18  5f8f9866dfb13a7dee342f1808u.jpg    13388095    赣州柯文时尚服饰有限公司广州分公司   \n",
       " 19  5f8f98648dbe6273dcf8515508u.jpg     9906371       广东映客互娱网络信息有限公司   \n",
       " 20  5f8f9863f6d1ab58476f246a08u.jpg     9649311                 阳狮集团   \n",
       " 21  5f8f98648dbe6273dcf8515508u.jpg    13414269                 白驹科技   \n",
       " 22  5f8f986779c7cc70efbf36c008u.jpg     9196376                  时易中   \n",
       " 23  5f8f9866dfb13a7dee342f1808u.jpg    13377763       广东科慧信息服务股份有限公司   \n",
       " 24  5cbeea899fae687d4331faee01u.png     8075338                 爱拍网络   \n",
       " 25  585209687032f7f5a88e9b7106a.png     6752835                 侨鑫集团   \n",
       " 26  626a61af7319d32d1a14377708u.png     9653570         广州爱城精致摄影有限公司   \n",
       " 27  5f8f98648dbe6273dcf8515508u.jpg    12271583         广州蚁巢网络科技有限公司   \n",
       " 28  628de024a49118215607996303u.png     8470647                 拓客商贸   \n",
       " 29  5f8f9866dfb13a7dee342f1808u.jpg     7875551                 奥飞娱乐   \n",
       " 30  6224bbd190b0096212fce26a08u.png    13151649      广州姿美医疗美容门诊部有限公司   \n",
       " 31  6217626cca733a3c4b63888105u.png    12219173               益云控股集团   \n",
       " 32  5f8f98648dbe6273dcf8515508u.jpg    12611451                 米客科技   \n",
       " 33  623d0bd502ce8915f744c05803u.png     7940491       广州暨大美塑生物科技有限公司   \n",
       " 34  5f8f986779c7cc70efbf36c008u.jpg    12927991           广州凡希广告有限公司   \n",
       " 35  5f8f9868f6d1ab58476f24a008u.jpg    13524377       广州趣客文化传媒发展有限公司   \n",
       " 36  5f8f9866dfb13a7dee342f1808u.jpg    13493555         广州市典妆化妆品有限公司   \n",
       " 37  5f8f9866dfb13a7dee342f1808u.jpg    12809791         广州天将网络科技有限公司   \n",
       " 38  5f8f9868f6d1ab58476f24a008u.jpg    12271583         广州蚁巢网络科技有限公司   \n",
       " 39  5f8f9866dfb13a7dee342f1808u.jpg    13469371       广州惠和营销咨询管理有限公司   \n",
       " \n",
       "     comp.compScale                    comp.compLogo  \\\n",
       " 0         100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 1           50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       " 2            1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       " 3            1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       " 4           50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       " 5            1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       " 6            1-49人  5d906770d0e79f08cf177cb102u.jpg   \n",
       " 7           50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       " 8         100-499人  5bfea4d274719d2aa34ccba203a.png   \n",
       " 9         100-499人  5cbea68d9fae687d4331595302u.png   \n",
       " 10      1000-2000人  5bfea5c374719d2aa34cea8003a.png   \n",
       " 11      1000-2000人  5928eeee7032aee81b74f6d304a.jpg   \n",
       " 12        100-499人  6482c09c5899ac54f7b4da6601u.png   \n",
       " 13        100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 14        100-499人  63fdc6c1846a780c5b54452e03u.png   \n",
       " 15        500-999人  5e05d518643e6e53a8672d5e07u.png   \n",
       " 16          50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       " 17        500-999人  5c2eefa07b5500effbb354e703u.jpg   \n",
       " 18        100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 19        500-999人  5d5b8977cd394174d0a380f506u.png   \n",
       " 20        500-999人  5f33939313bca4465f2d900f08u.jpg   \n",
       " 21        100-499人  642e82c58b791015aae8d2ab04u.png   \n",
       " 22        500-999人  5da536c83a199e0c2e42a49705u.jpg   \n",
       " 23     5000-10000人  63ad33cd1ee3665f1b1c74a808u.png   \n",
       " 24        100-499人  5d09e935501544662ca0da2307u.jpg   \n",
       " 25        500-999人  5bfffab074719da073f0dbbc03u.png   \n",
       " 26        100-499人  627e28321bd16847e3316fa105u.jpg   \n",
       " 27        100-499人  6407f1b568644a5169e0563406u.png   \n",
       " 28        500-999人  638afd8a632bc03128c29a6408u.png   \n",
       " 29      2000-5000人  61e636ac44bed26d85caae9d03u.png   \n",
       " 30        100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 31        100-499人  614c2347e4116611ba268cb701u.png   \n",
       " 32        500-999人  610cdc417c308364710db2d507u.jpg   \n",
       " 33        500-999人  5d560b9f4ebeb1284dfd0c0b03u.png   \n",
       " 34          50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       " 35          50-99人  624f01c854fa06672bd0965907u.jpg   \n",
       " 36        100-499人  61a15cb41bd4fb704eb1b6e804u.jpg   \n",
       " 37           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       " 38        100-499人  6407f1b568644a5169e0563406u.png   \n",
       " 39           1-49人  6413a1c99533bc0e50173d8a05u.jpg   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0   https://www.liepin.com/company/12751171/              电子商务            NaN  \n",
       " 1   https://www.liepin.com/company/12878813/             计算机软件            NaN  \n",
       " 2   https://www.liepin.com/company/12941969/            专业技术服务            NaN  \n",
       " 3   https://www.liepin.com/company/13346319/              IT服务            NaN  \n",
       " 4   https://www.liepin.com/company/10046081/            专业技术服务            NaN  \n",
       " 5   https://www.liepin.com/company/10082013/          广播/影视/录音            NaN  \n",
       " 6   https://www.liepin.com/company/10206875/          广播/影视/录音            NaN  \n",
       " 7   https://www.liepin.com/company/13406619/          汽车交易/后市场            NaN  \n",
       " 8    https://www.liepin.com/company/9564431/           房地产开发经营            NaN  \n",
       " 9    https://www.liepin.com/company/9945125/                制药             C轮  \n",
       " 10   https://www.liepin.com/company/7953428/              医疗机构            NaN  \n",
       " 11   https://www.liepin.com/company/8154155/              电子商务            NaN  \n",
       " 12  https://www.liepin.com/company/12323569/          财务/审计/税务            NaN  \n",
       " 13  https://www.liepin.com/company/13532019/           其他商务服务业            NaN  \n",
       " 14  https://www.liepin.com/company/12978511/              科技金融             其他  \n",
       " 15  https://www.liepin.com/company/10279165/          房地产租赁/中介            NaN  \n",
       " 16  https://www.liepin.com/company/13153091/             批发/零售            NaN  \n",
       " 17   https://www.liepin.com/company/9237094/                日化            NaN  \n",
       " 18  https://www.liepin.com/company/13388095/          服装/纺织/皮革            NaN  \n",
       " 19   https://www.liepin.com/company/9906371/           在线社交/媒体           港股上市  \n",
       " 20   https://www.liepin.com/company/9649311/          广告/公关/会展            NaN  \n",
       " 21  https://www.liepin.com/company/13414269/              电子商务            NaN  \n",
       " 22   https://www.liepin.com/company/9196376/              电子商务            NaN  \n",
       " 23  https://www.liepin.com/company/13377763/              通信设备            NaN  \n",
       " 24   https://www.liepin.com/company/8075338/           在线社交/媒体             D轮  \n",
       " 25   https://www.liepin.com/company/6752835/           房地产开发经营            NaN  \n",
       " 26   https://www.liepin.com/company/9653570/          广播/影视/录音          融资未公开  \n",
       " 27  https://www.liepin.com/company/12271583/               互联网            NaN  \n",
       " 28   https://www.liepin.com/company/8470647/              电子商务          融资未公开  \n",
       " 29   https://www.liepin.com/company/7875551/          广播/影视/录音         沪深A股上市  \n",
       " 30  https://www.liepin.com/company/13151649/             酒店/民宿            NaN  \n",
       " 31  https://www.liepin.com/company/12219173/           房地产开发经营            NaN  \n",
       " 32  https://www.liepin.com/company/12611451/              电子商务            NaN  \n",
       " 33   https://www.liepin.com/company/7940491/              生物技术            NaN  \n",
       " 34  https://www.liepin.com/company/12927991/          广告/公关/会展            NaN  \n",
       " 35  https://www.liepin.com/company/13524377/          广播/影视/录音            NaN  \n",
       " 36  https://www.liepin.com/company/13493555/          食品/饮料/酒水          融资未公开  \n",
       " 37  https://www.liepin.com/company/12809791/             计算机软件            NaN  \n",
       " 38  https://www.liepin.com/company/12271583/               互联网            NaN  \n",
       " 39  https://www.liepin.com/company/13469371/               互联网            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2258880177%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2257632695%22%2C%22sfrom%22%...   \n",
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       " 8   %7B%22jobId%22%3A%2258154921%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2259237591%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2259153029%22%2C%22sfrom%22%...   \n",
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       " 35  %7B%22jobId%22%3A%2251710853%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2249860705%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2248596849%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2247223719%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2258123363%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"58880177\",\"imId\":\"713f7f8f1f2fee80f7...   \n",
       " 1   {\"jobId\":\"57632695\",\"imId\":\"2f6166a95fdae8c148...   \n",
       " 2   {\"jobId\":\"58390749\",\"imId\":\"f7e440b236aaf1c53c...   \n",
       " 3   {\"jobId\":\"57360569\",\"imId\":\"d4ddf447f2df45b22f...   \n",
       " 4   {\"jobId\":\"57381275\",\"imId\":\"6ed240e05f014874d8...   \n",
       " 5   {\"jobId\":\"55563839\",\"imId\":\"b25bbab72f0a279771...   \n",
       " 6   {\"jobId\":\"51381381\",\"imId\":\"13f89aa6c10acbc0c6...   \n",
       " 7   {\"jobId\":\"44784133\",\"imId\":\"e0c68479106f9a4435...   \n",
       " 8   {\"jobId\":\"58154921\",\"imId\":\"6f0602c1be11c94e0d...   \n",
       " 9   {\"jobId\":\"59237591\",\"imId\":\"2ef9c7eb7174d921d7...   \n",
       " 10  {\"jobId\":\"59153029\",\"imId\":\"8132988ccd35effc5d...   \n",
       " 11  {\"jobId\":\"57383541\",\"imId\":\"b8f321e141b82d3ae0...   \n",
       " 12  {\"jobId\":\"54653433\",\"imId\":\"9aaa3f0fa53c2379ee...   \n",
       " 13  {\"jobId\":\"56078423\",\"imId\":\"4fb69464bef5cc4150...   \n",
       " 14  {\"jobId\":\"35574563\",\"imId\":\"f9b323a6a5addea6a7...   \n",
       " 15  {\"jobId\":\"56337895\",\"imId\":\"fb5471a799630ca73c...   \n",
       " 16  {\"jobId\":\"52961799\",\"imId\":\"a7673a469d05a9e5aa...   \n",
       " 17  {\"jobId\":\"58060031\",\"imId\":\"f88ad069e7236e16b6...   \n",
       " 18  {\"jobId\":\"52404869\",\"imId\":\"68a11a60e28939a49d...   \n",
       " 19  {\"jobId\":\"45348695\",\"imId\":\"482902626ea700b440...   \n",
       " 20  {\"jobId\":\"50998849\",\"imId\":\"f9b323a6a5addea6a7...   \n",
       " 21  {\"jobId\":\"45796735\",\"imId\":\"4d50b91728eceacf2f...   \n",
       " 22  {\"jobId\":\"34303055\",\"imId\":\"47f544bd09178e6dc0...   \n",
       " 23  {\"jobId\":\"50928283\",\"imId\":\"613e5b336ac126e5e3...   \n",
       " 24  {\"jobId\":\"56401737\",\"imId\":\"02ea929af11b8fd76e...   \n",
       " 25  {\"jobId\":\"46730957\",\"imId\":\"1cf7eeb72623548ac7...   \n",
       " 26  {\"jobId\":\"57084811\",\"imId\":\"b6fdb29cc562269a8d...   \n",
       " 27  {\"jobId\":\"59260641\",\"imId\":\"830b3c81835dae5dec...   \n",
       " 28  {\"jobId\":\"46292665\",\"imId\":\"39bc87c38a7fb0706d...   \n",
       " 29  {\"jobId\":\"54587971\",\"imId\":\"2af38feb904a2e2378...   \n",
       " 30  {\"jobId\":\"55751441\",\"imId\":\"e7fc1d61229cf9c503...   \n",
       " 31  {\"jobId\":\"22671561\",\"imId\":\"da17a3917c7c453393...   \n",
       " 32  {\"jobId\":\"54620711\",\"imId\":\"51939765240820bdd9...   \n",
       " 33  {\"jobId\":\"58805937\",\"imId\":\"b7e0853a41572f027d...   \n",
       " 34  {\"jobId\":\"58330953\",\"imId\":\"1bffd3f3114cca5f0d...   \n",
       " 35  {\"jobId\":\"51710853\",\"imId\":\"c4f95c5626cf6b7b5a...   \n",
       " 36  {\"jobId\":\"49860705\",\"imId\":\"66706b7b6f0a4228c3...   \n",
       " 37  {\"jobId\":\"48596849\",\"imId\":\"b8eec392f3d0cd766e...   \n",
       " 38  {\"jobId\":\"47223719\",\"imId\":\"f326b32a503c45f08e...   \n",
       " 39  {\"jobId\":\"58123363\",\"imId\":\"05369c3b3408a874eb...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                  [拍摄剪辑, 短视频类, 后期剪辑]  58880177   \n",
       " 1                                    [女装类, 短视频, 后期剪辑]  57632695   \n",
       " 2   [短视频拍摄, 美食摄影, 视频摄影, 视频剪辑, 抖音运营, 视频号, 剪辑师, 直播运营...  58390749   \n",
       " 3                          [短视频拍摄, 视频剪辑, 脚本撰写, 短视频玩法]  57360569   \n",
       " 4                                 [信息流剪辑, 服装电商, 视频剪辑]  57381275   \n",
       " 5   [后期剪辑, 视频剪辑, 后期特效, 后期调色, 后期制作, 混剪, 信息流, 短视频, 信...  55563839   \n",
       " 6                                                  []  51381381   \n",
       " 7                                                  []  44784133   \n",
       " 8                                                  []  58154921   \n",
       " 9                           [视频剪辑, 要求会比较专业, 新媒体财经头部行]  59237591   \n",
       " 10                                         [视频剪辑、平面设]  59153029   \n",
       " 11                                                 []  57383541   \n",
       " 12                                                 []  54653433   \n",
       " 13                                                 []  56078423   \n",
       " 14                                         [后期制作, 剪辑]  35574563   \n",
       " 15                             [后期制作, 摄影, 视频剪辑, 电商产品]  56337895   \n",
       " 16                                             [视频剪辑]  52961799   \n",
       " 17                                         [PE、AE、PS]  58060031   \n",
       " 18   [视频剪辑, 后期剪辑, Premiere Pro, After effects, 短视频拍摄]  52404869   \n",
       " 19                                                 []  45348695   \n",
       " 20                                 [摄影类, 视频剪辑, 短视频策划]  50998849   \n",
       " 21                                      [女装类, 爆款, 抖音]  45796735   \n",
       " 22                                                 []  34303055   \n",
       " 23                                                 []  50928283   \n",
       " 24                                                 []  56401737   \n",
       " 25                                                 []  46730957   \n",
       " 26                                                 []  57084811   \n",
       " 27                                                 []  59260641   \n",
       " 28                                                 []  46292665   \n",
       " 29                                                 []  54587971   \n",
       " 30                                                 []  55751441   \n",
       " 31                                                 []  22671561   \n",
       " 32                                                 []  54620711   \n",
       " 33                                                 []  58805937   \n",
       " 34                                             [视频剪辑]  58330953   \n",
       " 35                                                 []  51710853   \n",
       " 36                                       [拍摄剪辑, 抖音平台]  49860705   \n",
       " 37                                            [美妆剪辑师]  48596849   \n",
       " 38                [抖音, 视频剪辑, 短视频剪辑, 后期制作, 后期剪辑, 视频编辑]  47223719   \n",
       " 39                          [活动视频, 视频运营创作, 美业行业, 护肤品]  58123363   \n",
       " \n",
       "            job.title job.requireEduLevel  \\\n",
       " 0         短视频摄影师/剪辑师                  大专   \n",
       " 1                剪辑师                  大专   \n",
       " 2           短视频拍摄剪辑师                  大专   \n",
       " 3            视频拍摄剪辑师                学历不限   \n",
       " 4   视频剪辑师 (MJ000970)                  本科   \n",
       " 5              视频剪辑师                  大专   \n",
       " 6              拍摄剪辑师                  大专   \n",
       " 7              拍摄剪辑师                  大专   \n",
       " 8           短视频摄像剪辑师                  大专   \n",
       " 9     视频剪辑师（五羊邨 双休 ）                统招本科   \n",
       " 10             视频剪辑师                  大专   \n",
       " 11  视频剪辑师 (MJ004105)                  大专   \n",
       " 12     短视频剪辑师/年度2次调薪                  大专   \n",
       " 13               剪辑师                  本科   \n",
       " 14             视频剪辑师                  大专   \n",
       " 15             视频剪辑师                  大专   \n",
       " 16           视频摄影剪辑师                  大专   \n",
       " 17             视频剪辑师                  大专   \n",
       " 18             视频剪辑师                  大专   \n",
       " 19   视频剪辑师-大快消酒水营销中心                  本科   \n",
       " 20         视频策划拍摄剪辑师                  大专   \n",
       " 21               剪辑师               大专及以上   \n",
       " 22             视频剪辑师                  本科   \n",
       " 23             摄影剪辑师                  大专   \n",
       " 24             视频剪辑师                  大专   \n",
       " 25       视频拍摄剪辑师（广州）                统招本科   \n",
       " 26             摄影剪辑师                  大专   \n",
       " 27             摄像剪辑师                  大专   \n",
       " 28             视频剪辑师                  大专   \n",
       " 29             视频剪辑师                  大专   \n",
       " 30               剪辑师                  本科   \n",
       " 31             后期剪辑师                  大专   \n",
       " 32           视频拍摄剪辑师                  大专   \n",
       " 33               剪辑师                  大专   \n",
       " 34         视频剪辑师（外包）                  本科   \n",
       " 35   短视频拍摄/摄影师/视频剪辑师                  大专   \n",
       " 36        抖音短视频拍摄剪辑师                  大专   \n",
       " 37               剪辑师                  大专   \n",
       " 38             后期剪辑师                  大专   \n",
       " 39             拍摄剪辑师                  大专   \n",
       " \n",
       "                                        job.link  job.topJob  job.salary  \\\n",
       " 0   https://www.liepin.com/job/1958880177.shtml       False        6-8k   \n",
       " 1   https://www.liepin.com/job/1957632695.shtml       False       8-15k   \n",
       " 2   https://www.liepin.com/job/1958390749.shtml       False       7-11k   \n",
       " 3   https://www.liepin.com/job/1957360569.shtml       False       8-16k   \n",
       " 4   https://www.liepin.com/job/1957381275.shtml       False        6-8k   \n",
       " 5   https://www.liepin.com/job/1955563839.shtml       False        7-8k   \n",
       " 6   https://www.liepin.com/job/1951381381.shtml       False       8-10k   \n",
       " 7   https://www.liepin.com/job/1944784133.shtml       False   7-13k·13薪   \n",
       " 8   https://www.liepin.com/job/1958154921.shtml       False       8-13k   \n",
       " 9   https://www.liepin.com/job/1959237591.shtml       False       8-10k   \n",
       " 10  https://www.liepin.com/job/1959153029.shtml       False        6-8k   \n",
       " 11  https://www.liepin.com/job/1957383541.shtml       False   6-12k·14薪   \n",
       " 12  https://www.liepin.com/job/1954653433.shtml       False    6-8k·13薪   \n",
       " 13  https://www.liepin.com/job/1956078423.shtml       False   6-13k·13薪   \n",
       " 14  https://www.liepin.com/job/1935574563.shtml       False       7-12k   \n",
       " 15  https://www.liepin.com/job/1956337895.shtml       False   7-12k·13薪   \n",
       " 16  https://www.liepin.com/job/1952961799.shtml       False       6-13k   \n",
       " 17  https://www.liepin.com/job/1958060031.shtml       False        6-8k   \n",
       " 18  https://www.liepin.com/job/1952404869.shtml       False        5-8k   \n",
       " 19  https://www.liepin.com/job/1945348695.shtml       False   6-10k·13薪   \n",
       " 20  https://www.liepin.com/job/1950998849.shtml       False       7-10k   \n",
       " 21      https://www.liepin.com/a/45796735.shtml       False  10-15k·14薪   \n",
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       " 23  https://www.liepin.com/job/1950928283.shtml       False   8-12k·13薪   \n",
       " 24  https://www.liepin.com/job/1956401737.shtml       False       7-12k   \n",
       " 25  https://www.liepin.com/job/1946730957.shtml       False   8-13k·13薪   \n",
       " 26  https://www.liepin.com/job/1957084811.shtml       False       8-13k   \n",
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       " 28  https://www.liepin.com/job/1946292665.shtml       False        7-9k   \n",
       " 29  https://www.liepin.com/job/1954587971.shtml       False       8-13k   \n",
       " 30  https://www.liepin.com/job/1955751441.shtml       False        5-8k   \n",
       " 31  https://www.liepin.com/job/1922671561.shtml       False       6-12k   \n",
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       " 36  https://www.liepin.com/job/1949860705.shtml       False        6-9k   \n",
       " 37  https://www.liepin.com/job/1948596849.shtml       False       8-12k   \n",
       " 38  https://www.liepin.com/job/1947223719.shtml       False       8-13k   \n",
       " 39  https://www.liepin.com/job/1958123363.shtml       False        5-8k   \n",
       " \n",
       "     job.dq  ... recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0   广州-荔湾区  ...                     刘女士                   人事行政经理   \n",
       " 1   广州-海珠区  ...                     柯女士                       HR   \n",
       " 2       广州  ...                     唐女士                       HR   \n",
       " 3   广州-白云区  ...                     陈女士                     人事经理   \n",
       " 4   广州-番禺区  ...                     宋女士                     HRBP   \n",
       " 5   广州-天河区  ...                     温女士                     人事专员   \n",
       " 6       广州  ...                     杨女士                     招聘专员   \n",
       " 7   广州-天河区  ...                     张女士                   HRBP经理   \n",
       " 8       广州  ...                     何女士                            \n",
       " 9   广州-越秀区  ...                     谢先生                     人事主管   \n",
       " 10  广州-白云区  ...                     龙女士                       HR   \n",
       " 11  广州-天河区  ...                     杨女士                     培训经理   \n",
       " 12  广州-天河区  ...                     闵女士                     人资经理   \n",
       " 13  广州-天河区  ...                     刘女士                     人事专员   \n",
       " 14      广州  ...                     何女士                            \n",
       " 15  广州-海珠区  ...                     冯女士                       HR   \n",
       " 16  广州-越秀区  ...                     杨先生                   人力资源经理   \n",
       " 17  广州-海珠区  ...                     吴女士                        1   \n",
       " 18  广州-天河区  ...                     刘女士                     人事行政   \n",
       " 19      广州  ...                     詹女士                   高级行政经理   \n",
       " 20  广州-白云区  ...                     何女士                            \n",
       " 21      广州  ...                     满女士                     猎头顾问   \n",
       " 22  广州-越秀区  ...                     林女士                      HRM   \n",
       " 23  广州-海珠区  ...                     苏女士                     招聘经理   \n",
       " 24      广州  ...                     郑女士                     招聘专员   \n",
       " 25  广州-番禺区  ...                     潘女士                            \n",
       " 26  广州-番禺区  ...                     廖女士                       hr   \n",
       " 27  广州-海珠区  ...                     杨女士                     hrbp   \n",
       " 28  广州-海珠区  ...                     吉女士                            \n",
       " 29      广州  ...                     何先生                     招聘经理   \n",
       " 30      广州  ...                     马先生                       总监   \n",
       " 31  广州-天河区  ...                     温女士                   人事行政经理   \n",
       " 32  广州-越秀区  ...                     韩女士                       HR   \n",
       " 33  广州-天河区  ...                     何女士                       HR   \n",
       " 34  广州-番禺区  ...                     梁女士                  hrbp实习生   \n",
       " 35  广州-白云区  ...                     刘女士                       主管   \n",
       " 36  广州-天河区  ...                     黄女士                    招聘负责人   \n",
       " 37  广州-番禺区  ...                     冀女士                     运营经理   \n",
       " 38  广州-海珠区  ...                     骆女士                            \n",
       " 39  广州-白云区  ...                     吴女士                   人力资源专员   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compScale     comp.compName  \\\n",
       " 0    621075128f52d31480514b2006u.png          1-49人        广州上为照明有限公司   \n",
       " 1   63e306d03a12fa5cdfedf57a08u.jpeg                             淘你所爱   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg         50-99人   贝斯美(广州)生物科技有限公司   \n",
       " 3    6376fc454916cc41ff4a17e307u.png       100-499人      广州君恒生物科技有限公司   \n",
       " 4    5f8f9865ea60860b75384fa508u.jpg     1000-2000人              细刻科技   \n",
       " 5    5f8f9863f6d1ab58476f246a08u.jpg       100-499人        广东梵大集团有限公司   \n",
       " 6    5f8f98648dbe6273dcf8515508u.jpg     1000-2000人      广东袋鼠妈妈集团有限公司   \n",
       " 7    5f8f9866dfb13a7dee342f1808u.jpg       500-999人           全球购骑士特权   \n",
       " 8    5f8f986779c7cc70efbf36c008u.jpg       500-999人              拓客商贸   \n",
       " 9    64844a68b03c59265eaa46f102u.png       100-499人              云实科技   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg         50-99人      广州晶佳汽车设备有限公司   \n",
       " 11   5f8f9866dfb13a7dee342f1808u.jpg       500-999人    广东映客互娱网络信息有限公司   \n",
       " 12   5f8d6062dfb13a7dee3304a201u.png         50-99人    广东心和教育培训咨询有限公司   \n",
       " 13   5f8f9866dfb13a7dee342f1808u.jpg         50-99人      广州泓科文化传播有限公司   \n",
       " 14   54d1e78c712e7147fd80b4c502c.jpg       100-499人              名兰世家   \n",
       " 15   5f8f9865ea60860b75384fa508u.jpg       100-499人       广州海葳特科技有限公司   \n",
       " 16   5f8f986aea60860b75384fab08u.jpg    5000-10000人       阳光城集团股份有限公司   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg         50-99人      广州鸿溪见杉科技有限公司   \n",
       " 18   5f8f9866dfb13a7dee342f1808u.jpg         50-99人   火炉山药业科技(广东)有限公司   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg     2000-5000人              省广集团   \n",
       " 20   54d1e78c712e7147fd80b4c502c.jpg       100-499人              名兰世家   \n",
       " 21   621ddbd0bc78875ee5984ec005u.jpg                       某广州贸易进出口公司   \n",
       " 22   5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人            时代邻里集团   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人              丸美股份   \n",
       " 24   6274e9607dc4284518a3028102u.png       500-999人    广东映客互娱网络信息有限公司   \n",
       " 25   5f8f9865ea60860b75384fa508u.jpg       10000人以上            上汽通用五菱   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg       100-499人     广州市楠东之家服饰有限公司   \n",
       " 27   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人              青木科技   \n",
       " 28   5f8f9865ea60860b75384fa508u.jpg         50-99人       广州市名唐广告有限公司   \n",
       " 29   61d54a5d906c3d19105de8ee07u.jpg       500-999人               时易中   \n",
       " 30   5f8f986c79c7cc70efbf36c808u.jpg       100-499人      山西超职教育科技有限公司   \n",
       " 31   5f8f9865ea60860b75384fa508u.jpg     2000-5000人              丝路视觉   \n",
       " 32   5f8f9863f6d1ab58476f246a08u.jpg          1-49人      海南丰瑞实业投资有限公司   \n",
       " 33   5f8f9866dfb13a7dee342f1808u.jpg         50-99人     广州市博沃品牌策划有限公司   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人              欢聚集团   \n",
       " 35   5f8f9866dfb13a7dee342f1808u.jpg          1-49人      广州百成实业发展有限公司   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg         50-99人      广州复戈品牌管理有限公司   \n",
       " 37   5f8f98648dbe6273dcf8515508u.jpg          1-49人      广州吉渔文化传播有限公司   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg         50-99人               优提示   \n",
       " 39   5f8f9866dfb13a7dee342f1808u.jpg         50-99人  为美而生(广东)实业控股有限公司   \n",
       " \n",
       "                                    comp.link                    comp.compLogo  \\\n",
       " 0    https://www.liepin.com/company/9720464/  61b07937d0458d53c627567e02u.jpg   \n",
       " 1   https://www.liepin.com/company/13404185/  61b07937d0458d53c627567e02u.jpg   \n",
       " 2    https://www.liepin.com/company/9698893/  5bbf13a98e50b2deb62edef804a.png   \n",
       " 3    https://www.liepin.com/company/8209745/  61b07937d0458d53c627567e02u.jpg   \n",
       " 4    https://www.liepin.com/company/9911671/  5d1ad53b3ee8b11dd4a69f9105u.jpg   \n",
       " 5    https://www.liepin.com/company/9284605/  5c4a78c6509919607f6bf0e308u.jpg   \n",
       " 6    https://www.liepin.com/company/7932169/  5e4b96a429d83a67544dabd002u.png   \n",
       " 7   https://www.liepin.com/company/10004317/  5f6418749d37de587978ac0908u.png   \n",
       " 8    https://www.liepin.com/company/8470647/  638afd8a632bc03128c29a6408u.png   \n",
       " 9   https://www.liepin.com/company/12978511/  63fdc6c1846a780c5b54452e03u.png   \n",
       " 10   https://www.liepin.com/company/9847453/  61b07937d0458d53c627567e02u.jpg   \n",
       " 11   https://www.liepin.com/company/9906371/  5d5b8977cd394174d0a380f506u.png   \n",
       " 12   https://www.liepin.com/company/8738916/  5f92aabfdfb13a7dee36446701u.jpg   \n",
       " 13  https://www.liepin.com/company/13148201/  61a2a3911bd4fb704ed07e1c05u.jpg   \n",
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       " 18  https://www.liepin.com/company/13273069/  61b07937d0458d53c627567e02u.jpg   \n",
       " 19   https://www.liepin.com/company/1054367/  5d803842d0e79f08cffdfb2208u.png   \n",
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       " 21                                            60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22   https://www.liepin.com/company/8323569/  5d257a973ee8b11dd4afd98c07u.jpg   \n",
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       " 27   https://www.liepin.com/company/9293871/  604865e556e77879caa0eee003u.png   \n",
       " 28   https://www.liepin.com/company/9490411/  5abb0b2f8e50ab980b89e5ce05a.jpg   \n",
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       " 30  https://www.liepin.com/company/13296753/  61b07937d0458d53c627567e02u.jpg   \n",
       " 31   https://www.liepin.com/company/9143699/  5bfea16b74719d2aa34c27c803a.png   \n",
       " 32  https://www.liepin.com/company/13349299/  61b07937d0458d53c627567e02u.jpg   \n",
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       " 36  https://www.liepin.com/company/13222531/  61b22cbeafe5be721cc0602702u.jpg   \n",
       " 37  https://www.liepin.com/company/13177693/  61b07937d0458d53c627567e02u.jpg   \n",
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       " 39  https://www.liepin.com/company/13297093/  62ec563588fdc12911374d9407u.jpg   \n",
       " \n",
       "    comp.compId comp.compIndustry comp.compStage  \n",
       " 0    9720464.0           电气机械/器材            NaN  \n",
       " 1   13404185.0          服装/纺织/皮革            NaN  \n",
       " 2    9698893.0          食品/饮料/酒水            NaN  \n",
       " 3    8209745.0          食品/饮料/酒水          融资未公开  \n",
       " 4    9911671.0              电子商务             B轮  \n",
       " 5    9284605.0                日化            NaN  \n",
       " 6    7932169.0              电子商务          融资未公开  \n",
       " 7   10004317.0              电子商务             B轮  \n",
       " 8    8470647.0              电子商务          融资未公开  \n",
       " 9   12978511.0              科技金融             其他  \n",
       " 10   9847453.0             批发/零售          融资未公开  \n",
       " 11   9906371.0           在线社交/媒体           港股上市  \n",
       " 12   8738916.0              培训服务          融资未公开  \n",
       " 13  13148201.0              电子商务            NaN  \n",
       " 14   7855272.0               互联网            NaN  \n",
       " 15   9189185.0              电子商务            NaN  \n",
       " 16    876734.0           房地产开发经营            已上市  \n",
       " 17  13407397.0              医疗器械            NaN  \n",
       " 18  13273069.0                制药            NaN  \n",
       " 19   1054367.0          广告/公关/会展         沪深A股上市  \n",
       " 20   7855272.0               互联网            NaN  \n",
       " 21         NaN            贸易/进出口            NaN  \n",
       " 22   8323569.0          房地产租赁/中介            NaN  \n",
       " 23   1566054.0                日化         沪深A股上市  \n",
       " 24   9906371.0           在线社交/媒体           港股上市  \n",
       " 25   2870327.0              整车制造            NaN  \n",
       " 26  13461591.0              电子商务            NaN  \n",
       " 27   9293871.0              电子商务            NaN  \n",
       " 28   9490411.0          广告/公关/会展            NaN  \n",
       " 29   9196376.0              电子商务            NaN  \n",
       " 30  13296753.0          广播/影视/录音            NaN  \n",
       " 31   9143699.0          广播/影视/录音          创业板上市  \n",
       " 32  13349299.0           农/林/牧/渔            NaN  \n",
       " 33   8216960.0          广告/公关/会展            NaN  \n",
       " 34    930104.0               互联网           美股上市  \n",
       " 35  13287747.0              电子商务            NaN  \n",
       " 36  13222531.0            专业技术服务            NaN  \n",
       " 37  13177693.0          广播/影视/录音            NaN  \n",
       " 38  13119497.0               互联网            NaN  \n",
       " 39  13297093.0            专业技术服务            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"叶先生\",\"userId\":...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"吕女士\",\"userId\":...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterName\":\"吴先生\",\"userId\":...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"userId\":...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"马女士\",\"userId\":...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"钟女士\",\"userId\":...   \n",
       " 6   {\"jobKind\":\"2\",\"recruiterName\":\"宋先生\",\"userId\":...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"彭女士\",\"userId\":...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"文先生\",\"userId\":...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"童先生\",\"userId\":...   \n",
       " 11  {\"jobKind\":\"2\",\"recruiterName\":\"罗女士\",\"userId\":...   \n",
       " 12  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"userId\":...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterName\":\"孙女士\",\"userId\":...   \n",
       " 14  {\"jobKind\":\"2\",\"recruiterName\":\"游女士\",\"userId\":...   \n",
       " 15  {\"jobKind\":\"2\",\"recruiterName\":\"朱先生\",\"userId\":...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"userId\":...   \n",
       " 17  {\"jobKind\":\"2\",\"recruiterName\":\"沈女士\",\"userId\":...   \n",
       " 18  {\"jobKind\":\"2\",\"recruiterName\":\"黄先生\",\"userId\":...   \n",
       " 19  {\"jobKind\":\"2\",\"recruiterName\":\"罗先生\",\"userId\":...   \n",
       " 20  {\"jobKind\":\"2\",\"recruiterName\":\"潘女士\",\"userId\":...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"userId\":...   \n",
       " 22  {\"jobKind\":\"2\",\"recruiterName\":\"苏女士\",\"userId\":...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"userId\":...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"userId\":...   \n",
       " 25  {\"jobKind\":\"2\",\"recruiterName\":\"苏先生\",\"userId\":...   \n",
       " 26  {\"jobKind\":\"2\",\"recruiterName\":\"赵先生\",\"userId\":...   \n",
       " 27  {\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"userId\":...   \n",
       " 28  {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"userId\":...   \n",
       " 29  {\"jobKind\":\"2\",\"recruiterName\":\"曾女士\",\"userId\":...   \n",
       " 30  {\"jobKind\":\"2\",\"recruiterName\":\"梁女士\",\"userId\":...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"蒋先生\",\"userId\":...   \n",
       " 32  {\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"userId\":...   \n",
       " 33  {\"jobKind\":\"2\",\"recruiterName\":\"王先生\",\"userId\":...   \n",
       " 34  {\"jobKind\":\"2\",\"recruiterName\":\"周先生\",\"userId\":...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"userId\":...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterName\":\"邓珏\",\"userId\":\"...   \n",
       " 39  {\"jobKind\":\"2\",\"recruiterName\":\"付先生\",\"userId\":...   \n",
       " \n",
       "                                         job.labels job.refreshTime  \\\n",
       " 0                                          [拍摄剪辑师]  20230610161151   \n",
       " 1                                               []  20221123175034   \n",
       " 2                                           [视频剪辑]  20220818085439   \n",
       " 3                                               []  20230331180003   \n",
       " 4                                               []  20220919114254   \n",
       " 5                                    [抖音短视频, 电商摄影]  20220922155138   \n",
       " 6         [后期制作, pr软件, ae软件, 剪辑, 拍摄, 视频音频制作, 视频剪辑]  20211011085804   \n",
       " 7                                               []  20221130163336   \n",
       " 8                                           [视频剪辑]  20221028121209   \n",
       " 9                                           [视频剪辑]  20230613211816   \n",
       " 10                               [后期制作, 视频剪辑, 美术学]  20210924120948   \n",
       " 11                                              []  20220630103523   \n",
       " 12                                              []  20230310171139   \n",
       " 13                                    [后期设计, 包装设计]  20220714145757   \n",
       " 14                                              []  20220526140611   \n",
       " 15                                              []  20210415155620   \n",
       " 16        [后期制作, 动画, 视频剪辑, 摄影师, 视频音频制作, 短视频编辑, pr]  20200609173133   \n",
       " 17                               [后期制作, 视频剪辑, 摄影师]  20210523192802   \n",
       " 18            [后期制作, 剪辑, 视频编辑, 短视频编辑, 宣传片编辑, pr软件]  20200517162023   \n",
       " 19                                              []  20190616142327   \n",
       " 20                                      [剪辑, 视频编辑]  20210629143435   \n",
       " 21                            [视频剪辑, 短视频编辑, 摄影新媒体]  20220114144011   \n",
       " 22                                           [摄影师]  20210923163138   \n",
       " 23                                          [技术创新]  20210630175753   \n",
       " 24                      [视频剪辑, 短视频类, 短视频运营, 短视频拍摄]  20230223172905   \n",
       " 25                                              []  20211125102931   \n",
       " 26                                            [剪辑]  20210719100732   \n",
       " 27                                      [后期制作, 动画]  20210625185326   \n",
       " 28                                      [视频编辑, 剪辑]  20200528110532   \n",
       " 29                                [后期制作, 视频编辑, 剪辑]  20211123140613   \n",
       " 30  [视频剪辑, 短视频编辑, 游戏剪辑, 游戏混剪 , 后期制作, 视频音频制作, 后期特效]  20210706100313   \n",
       " 31                                              []  20220420172340   \n",
       " 32                       [后期制作, 视频剪辑, 视频音频制作, 摄影师]  20220414160540   \n",
       " 33                                              []  20191126182858   \n",
       " 34         [视频剪辑, 灯光渲染师, 视频音频制作, 后期制作, 视频拍摄, 拍摄布景]  20201213230633   \n",
       " 35                                    [后期制作, 视频剪辑]  20211202115525   \n",
       " 36                                          [视频剪辑]  20210720173638   \n",
       " 37                                              []  20200924162504   \n",
       " 38                                              []  20221128153945   \n",
       " 39                              [熟练掌握Pr或Final Cut]  20211014163933   \n",
       " \n",
       "    job.jobKind  job.topJob job.salary  job.dq  \\\n",
       " 0            2       False       5-8k  广州-荔湾区   \n",
       " 1            2       False       6-8k      广州   \n",
       " 2            2       False       5-8k  广州-海珠区   \n",
       " 3            2       False       5-8k      广州   \n",
       " 4            2       False      6-10k  广州-白云区   \n",
       " 5            2       False     10-15k      广州   \n",
       " 6            2       False       4-7k  广州-白云区   \n",
       " 7            2       False       6-8k      广州   \n",
       " 8            2       False       5-8k  广州-黄埔区   \n",
       " 9            2       False       6-7k  广州-南沙区   \n",
       " 10           2       False      8-20k      广州   \n",
       " 11           2       False       4-6k  广州-白云区   \n",
       " 12           2       False      6-10k  广州-番禺区   \n",
       " 13           2       False      7-10k  广州-番禺区   \n",
       " 14           2       False      9-15k      广州   \n",
       " 15           2       False  8-13k·13薪  广州-海珠区   \n",
       " 16           2       False       4-8k  广州-白云区   \n",
       " 17           2       False     10-15k      广州   \n",
       " 18           2       False  8-12k·13薪      广州   \n",
       " 19           2       False       3-6k  广州-番禺区   \n",
       " 20           2       False   7-9k·13薪  广州-海珠区   \n",
       " 21           2       False      8-10k  广州-白云区   \n",
       " 22           2       False      7-15k  广州-越秀区   \n",
       " 23           2       False      8-12k      广州   \n",
       " 24           2       False       6-8k      广州   \n",
       " 25           2       False      8-10k  广州-白云区   \n",
       " 26           2       False       5-8k  广州-番禺区   \n",
       " 27           2       False      8-12k      广州   \n",
       " 28           2       False      4-12k  广州-海珠区   \n",
       " 29           2       False      6-10k  广州-越秀区   \n",
       " 30           2       False       5-7k  广州-越秀区   \n",
       " 31           2       False       7-8k  广州-黄埔区   \n",
       " 32           2       False       5-8k      广州   \n",
       " 33           2       False       4-6k  广州-白云区   \n",
       " 34           2       False   6-8k·13薪  广州-海珠区   \n",
       " 35           2       False  6-10k·13薪      广州   \n",
       " 36           2       False      5-10k      广州   \n",
       " 37           2       False       6-9k  广州-天河区   \n",
       " 38           2       False      6-11k  广州-海珠区   \n",
       " 39           2       False       6-9k      广州   \n",
       " \n",
       "                                        job.link  job.advViewFlag  ...  \\\n",
       " 0   https://www.liepin.com/job/1959236511.shtml            False  ...   \n",
       " 1   https://www.liepin.com/job/1954341507.shtml            False  ...   \n",
       " 2   https://www.liepin.com/job/1951973507.shtml            False  ...   \n",
       " 3   https://www.liepin.com/job/1957469395.shtml            False  ...   \n",
       " 4   https://www.liepin.com/job/1951117783.shtml            False  ...   \n",
       " 5   https://www.liepin.com/job/1952763877.shtml            False  ...   \n",
       " 6   https://www.liepin.com/job/1943817233.shtml            False  ...   \n",
       " 7   https://www.liepin.com/job/1954748957.shtml            False  ...   \n",
       " 8   https://www.liepin.com/job/1953442735.shtml            False  ...   \n",
       " 9   https://www.liepin.com/job/1959308697.shtml            False  ...   \n",
       " 10  https://www.liepin.com/job/1943507669.shtml            False  ...   \n",
       " 11  https://www.liepin.com/job/1949414163.shtml            False  ...   \n",
       " 12  https://www.liepin.com/job/1956579379.shtml            False  ...   \n",
       " 13  https://www.liepin.com/job/1951125967.shtml            False  ...   \n",
       " 14  https://www.liepin.com/job/1949918089.shtml            False  ...   \n",
       " 15  https://www.liepin.com/job/1938206155.shtml            False  ...   \n",
       " 16  https://www.liepin.com/job/1928024817.shtml            False  ...   \n",
       " 17  https://www.liepin.com/job/1939417161.shtml            False  ...   \n",
       " 18  https://www.liepin.com/job/1928337889.shtml            False  ...   \n",
       " 19  https://www.liepin.com/job/1920647945.shtml            False  ...   \n",
       " 20  https://www.liepin.com/job/1940560207.shtml            False  ...   \n",
       " 21  https://www.liepin.com/job/1943882063.shtml            False  ...   \n",
       " 22  https://www.liepin.com/job/1943482757.shtml            False  ...   \n",
       " 23  https://www.liepin.com/job/1940615537.shtml            False  ...   \n",
       " 24  https://www.liepin.com/job/1956426605.shtml            False  ...   \n",
       " 25  https://www.liepin.com/job/1945160219.shtml            False  ...   \n",
       " 26  https://www.liepin.com/job/1941168221.shtml            False  ...   \n",
       " 27  https://www.liepin.com/job/1940485281.shtml            False  ...   \n",
       " 28  https://www.liepin.com/job/1927671823.shtml            False  ...   \n",
       " 29  https://www.liepin.com/job/1942522385.shtml            False  ...   \n",
       " 30  https://www.liepin.com/job/1939011543.shtml            False  ...   \n",
       " 31  https://www.liepin.com/job/1949082185.shtml            False  ...   \n",
       " 32  https://www.liepin.com/job/1944549557.shtml            False  ...   \n",
       " 33  https://www.liepin.com/job/1924967249.shtml            False  ...   \n",
       " 34  https://www.liepin.com/job/1934215045.shtml            False  ...   \n",
       " 35  https://www.liepin.com/job/1940872053.shtml            False  ...   \n",
       " 36  https://www.liepin.com/job/1941245461.shtml            False  ...   \n",
       " 37  https://www.liepin.com/job/1919992589.shtml            False  ...   \n",
       " 38  https://www.liepin.com/job/1942683657.shtml            False  ...   \n",
       " 39  https://www.liepin.com/job/1943963485.shtml            False  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   31ea28f45021e1c80e43dceec0a39170                    2   \n",
       " 1   b768a0f3e51fbb8613beda23fad8f63e                    2   \n",
       " 2   d851607e3bb16cc219e71f6ca153c527                    2   \n",
       " 3   67a3e3aa6d59a3f1062c1b1ee9c7454d                    2   \n",
       " 4   a2679a1cb9c87a69ac365a663ca833da                    2   \n",
       " 5   acc453545198f37571de52c3bc0b6279                    2   \n",
       " 6   eea23dbf143c80b672bb60d29c324b6a                    2   \n",
       " 7   087f58d11ae47d9d0e33f8ac54fbf39e                    2   \n",
       " 8   2fa8a6f293f42406950317a6aa64cbbc                    2   \n",
       " 9   76eb708eaa4efe6decfac38e3112b5b8                    2   \n",
       " 10  cdd11204d1a823f6b1f0b9c52c0f4979                    2   \n",
       " 11  c1dbe107f288f365c113e61f65e6c038                    2   \n",
       " 12  cb83a0d6becd650d81f8dffd8c5b008c                    2   \n",
       " 13  8dcf2b03151723c7b5418a6b9b94213c                    2   \n",
       " 14  0bbe9cf0d59e3c45bbc616e954f3a657                    2   \n",
       " 15  4e5714aa00f2b2c78d1ff84e0a6c6898                    2   \n",
       " 16  38d9ca1ee547452e4383db9bf147ecbd                    2   \n",
       " 17  17894ce5c80bbf678b0ca3877d009dea                    2   \n",
       " 18  c62ed280e39e64291b4fb320fc878e26                    2   \n",
       " 19  eca71c0209d96b77be3900059d28d9fd                    2   \n",
       " 20  a6baf9137b88ce5c67766a03c68ce883                    2   \n",
       " 21  a3ee70cdb8dfc8d5bddcd3b09c02d41c                    2   \n",
       " 22  e4b99550b3e3e3aaa5be1174c03e48f0                    2   \n",
       " 23  2cb14b7d839565c0de9b422fa0ce9e34                    2   \n",
       " 24  ae1b07345d6c9372f6f401036c821c1c                    2   \n",
       " 25  07766aea751dbbf0f5555d53f3dd73c0                    2   \n",
       " 26  034d58c94d2f4880d074c6a193f07d79                    2   \n",
       " 27  93bd57a5209a39fc160b5b344d4ef7b6                    2   \n",
       " 28  db392912b200f413ac365a663ca833da                    2   \n",
       " 29  8a421a08cc3e61ac59a7d64ad9817c9f                    2   \n",
       " 30  d9504f540c384ab24036597854bcf58c                    2   \n",
       " 31  1fcdf06b55ee71db34301b9535a41269                    2   \n",
       " 32  1d457b087e870c25c1bd2b3e9fec8144                    2   \n",
       " 33  0b44b31a200bf90899eeb040770b0b48                    2   \n",
       " 34  2b2a071c6aea721010eee5f74aeb3ab8                    2   \n",
       " 35  f840b5ac1f6b2097190c8f845eb8946f                    2   \n",
       " 36  83cf65a6d32f3f4242eae08e8608c645                    2   \n",
       " 37  384d768dcce1bf5071de52c3bc0b6279                    2   \n",
       " 38  316e141eeec80492be3900059d28d9fd                    2   \n",
       " 39  099b3fb8835eaf6e7b84ec3c657ae83b                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       " 0   6484810f21f4385c1422b24806u.png    13424863         50-99人   \n",
       " 1   60bd8d8d73cbfd54b40bd16205u.png     8975743       500-999人   \n",
       " 2   5f8f986bdfb13a7dee342f2108u.jpg    13293915         50-99人   \n",
       " 3   5f8f9865ea60860b75384fa508u.jpg     8158346          1-49人   \n",
       " 4   5cc6c9709fae687d43551c7108u.jpg     8051991       500-999人   \n",
       " 5   5f8f9865ea60860b75384fa508u.jpg    12660117          1-49人   \n",
       " 6   6162de9a78feba26ec5d862b03u.png    12962229          1-49人   \n",
       " 7   5f8f9865ea60860b75384fa508u.jpg     9210474       500-999人   \n",
       " 8   5f8f9865ea60860b75384fa508u.jpg    13329909          1-49人   \n",
       " 9   64376ece74770500cfe6f50e05u.png    13500603          1-49人   \n",
       " 10  614d50403c56322acb9b1b2408u.png    12946397          1-49人   \n",
       " 11  5f8f98648dbe6273dcf8515508u.jpg    12780263       100-499人   \n",
       " 12  5f8f9865ea60860b75384fa508u.jpg    13350543       100-499人   \n",
       " 13  60ed59fb8395d12ffb2b002807u.png    12816249         50-99人   \n",
       " 14  5f8f9866dfb13a7dee342f1808u.jpg     9628428         50-99人   \n",
       " 15  5f8f986aea60860b75384fab08u.jpg    12694127          1-49人   \n",
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       " \n",
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       " \n",
       "          comp.compName comp.compIndustry comp.compStage  \n",
       " 0         广州华叶云装设计有限公司             计算机软件            NaN  \n",
       " 1        广州兴趣岛信息科技有限公司              在线教育             B轮  \n",
       " 2           广州卓立服务有限公司            专业技术服务            NaN  \n",
       " 3        广州市昕泓数码科技有限公司          广告/公关/会展          融资未公开  \n",
       " 4          广东蕾琪化妆品有限公司                日化            NaN  \n",
       " 5       广州印象科技文化传媒有限公司          广告/公关/会展            NaN  \n",
       " 6         广州巨一传媒科技有限公司          广播/影视/录音            NaN  \n",
       " 7          广州欧博化妆品有限公司                日化            NaN  \n",
       " 8         广州前哨文化传播有限公司          广播/影视/录音            NaN  \n",
       " 9           广州瑾安贸易有限公司               互联网            NaN  \n",
       " 10        广州钻境网络科技有限公司            专业技术服务            NaN  \n",
       " 11       广州橘子黄网络科技有限公司               互联网            NaN  \n",
       " 12                亲安环保             学术/科研            NaN  \n",
       " 13               昱风谷动画             计算机软件          融资未公开  \n",
       " 14        广州朋客网络科技有限公司               互联网             A轮  \n",
       " 15        广州市轻快帆网络有限公司            专业技术服务            NaN  \n",
       " 16        广州枫锦文化传媒有限公司          广播/影视/录音            NaN  \n",
       " 17          广州凡星传媒有限公司             批发/零售            NaN  \n",
       " 18        广东腾达庆红汽车有限公司             批发/零售            NaN  \n",
       " 19        广州星鹿文化艺术有限公司          广播/影视/录音            NaN  \n",
       " 20                省广集团          广告/公关/会展         沪深A股上市  \n",
       " 21                  纹燊            贸易/进出口            NaN  \n",
       " 22                本来生活              电子商务             D轮  \n",
       " 23        广州市酒拼柜广告有限公司            专业技术服务            NaN  \n",
       " 24               泰道安医疗              医疗器械          融资未公开  \n",
       " 25        广州庚午文化传媒有限公司            专业技术服务            NaN  \n",
       " 26        广州中影广告策划有限公司               NaN            NaN  \n",
       " 27                奥飞娱乐          广播/影视/录音         沪深A股上市  \n",
       " 28        广东华播传媒广告有限公司          广告/公关/会展            NaN  \n",
       " 29    广东未来教室教育装备股份有限公司             批发/零售            NaN  \n",
       " 30        广州琥珀文化传播有限公司            专业技术服务          融资未公开  \n",
       " 31  环亚化妆品（滋源/美肤宝/法兰琳卡）                日化            NaN  \n",
       " 32        广州宾爱生物科技有限公司            专业技术服务            NaN  \n",
       " 33        广州鲸夫文化传媒有限公司               NaN            NaN  \n",
       " 34      广州策动力达文化传播有限公司          广播/影视/录音            NaN  \n",
       " 35        广州衡卓文化传媒有限公司          广播/影视/录音          融资未公开  \n",
       " 36    广州未来软饭硬吃餐饮管理有限公司              电子商务             B轮  \n",
       " 37                迪思传媒          广告/公关/会展            NaN  \n",
       " 38      广州清栀时尚文化传播有限公司               互联网          融资未公开  \n",
       " 39        广州九天映画传媒有限公司          广播/影视/录音            NaN  \n",
       " \n",
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       " \n",
       "                                            job.labels job.jobId job.salary  \\\n",
       " 0                                          [后期制作, 剪辑]  42125673      6-10k   \n",
       " 1                       [短视频, 剪辑, 视频编辑, 抖音, 快手, 后期制作]  36583613      6-10k   \n",
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       " 4                                                [剪辑]  42089727      8-12k   \n",
       " 5                                                  []  22836779       3-5k   \n",
       " 6                                                  []  48509743       5-8k   \n",
       " 7                                                  []  49336087   6-9k·13薪   \n",
       " 8                                                  []  20398409       3-4k   \n",
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       " 11                                                 []  23155227      6-10k   \n",
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       " 13                                             [视频剪辑]  42189301       5-7k   \n",
       " 14                                                 []  47286027       2-6k   \n",
       " 15                                               [剪辑]  39170857      9-14k   \n",
       " 16  [视频剪辑, 新媒体, 剪辑师, 自媒体, 推广策划, 市场推广, 文案撰写, 视频脚本撰写...  46857667       4-5k   \n",
       " 17                                           [PR, 剪映]  41127705       5-8k   \n",
       " 18                                                 []  54364059       5-8k   \n",
       " 19                                                 []  45174197       5-6k   \n",
       " 20                                                 []  50209893       8-9k   \n",
       " 21                                   [视频剪辑, pr, ae软件]  31393667       5-8k   \n",
       " 22                                         [后期制作, 剪辑]  43696539      8-12k   \n",
       " 23                                             [视频剪辑]  40276363      5-10k   \n",
       " 24                                             [视频剪辑]  42779343       5-8k   \n",
       " 25                                  [视频剪辑, 短视频, 广告制作]  54810443       4-9k   \n",
       " 26                                             [后期制作]  37535825      6-11k   \n",
       " 27                                               [剪辑]  36229173       4-7k   \n",
       " 28                                                 []  53387733       6-8k   \n",
       " 29                                              [摄影师]  29982761       5-8k   \n",
       " 30          [视频剪辑, photoshop（ps）图像处理软件, 后期制作, 视频音频制作]  29126393       5-8k   \n",
       " 31                                         [后期制作, 剪辑]  38121541      7-12k   \n",
       " 32                           [摄影师, 视频剪辑, 后期制作, 抖音短视频]  30023587       4-9k   \n",
       " 33                                                 []  37136247      5-10k   \n",
       " 34                          [摄影师, 视频剪辑, 后期制作, 视频音频制作]  39178035      5-12k   \n",
       " 35                                    [剪辑, 短视频编辑, 摄影]  44013139      5-10k   \n",
       " 36                                               [剪辑]  31876489      7-10k   \n",
       " 37                                               [剪辑]  40073375       5-8k   \n",
       " 38  [后期制作, 视频剪辑, 动画, 4k综艺经验, ae包装, 达芬奇调色, 摄影师, 灯光渲...  29616037       5-9k   \n",
       " 39                                             [后期制作]  40467497      6-10k   \n",
       " \n",
       "     job.dq job.requireEduLevel job.refreshTime job.jobKind  \\\n",
       " 0   广州-白云区                学历不限  20210823145510           2   \n",
       " 1       广州                  大专  20210304160742           2   \n",
       " 2   广州-番禺区                  大专  20220818115755           2   \n",
       " 3   广州-天河区                  大专  20200319123116           2   \n",
       " 4   广州-海珠区                学历不限  20210813003646           2   \n",
       " 5   广州-天河区                  大专  20211110163005           2   \n",
       " 6   广州-荔湾区                  大专  20220330084253           2   \n",
       " 7   广州-黄埔区                  本科  20220429140338           2   \n",
       " 8       广州                学历不限  20190602121434           2   \n",
       " 9       广州                  大专  20210601152239           2   \n",
       " 10      广州                  大专  20211130183141           2   \n",
       " 11  广州-越秀区                  本科  20200413171447           2   \n",
       " 12      广州                  大专  20210910002855           2   \n",
       " 13  广州-海珠区                  大专  20210816111714           2   \n",
       " 14  广州-天河区                学历不限  20220221142425           2   \n",
       " 15      广州                学历不限  20210515173748           2   \n",
       " 16  广州-越秀区                  大专  20220209170911           2   \n",
       " 17  广州-白云区                  大专  20210716135051           2   \n",
       " 18  广州-黄埔区                  大专  20221124104556           2   \n",
       " 19      广州                学历不限  20220520102300           2   \n",
       " 20      广州                  大专  20220610100459           2   \n",
       " 21  广州-黄埔区                  大专  20200903142005           2   \n",
       " 22  广州-天河区                  大专  20211013120301           2   \n",
       " 23      广州                  大专  20210624103331           2   \n",
       " 24      广州                  本科  20210901094617           2   \n",
       " 25  广州-黄埔区                  大专  20221201152425           2   \n",
       " 26      广州                  大专  20210414160059           2   \n",
       " 27  广州-增城区                  大专  20210225102047           2   \n",
       " 28  广州-白云区                学历不限  20221210162249           2   \n",
       " 29  广州-花都区                学历不限  20200716162936           2   \n",
       " 30      广州                  大专  20200611184719           2   \n",
       " 31      广州                学历不限  20210413190928           2   \n",
       " 32      广州                学历不限  20200717221650           2   \n",
       " 33      广州                  大专  20210317050438           2   \n",
       " 34  广州-花都区                  大专  20210515154458           2   \n",
       " 35      广州                学历不限  20211016232413           2   \n",
       " 36      广州                  大专  20200919181324           2   \n",
       " 37  广州-白云区                  大专  20210611170633           2   \n",
       " 38      广州                  大专  20200703122658           2   \n",
       " 39      广州                  大专  20210730120003           2   \n",
       " \n",
       "               job.title  ...  recruiter.chatted  \\\n",
       " 0                 视频剪辑师  ...              False   \n",
       " 1              短视频摄影剪辑师  ...              False   \n",
       " 2                   剪辑师  ...              False   \n",
       " 3                 摄像剪辑师  ...              False   \n",
       " 4              短视频摄影剪辑师  ...              False   \n",
       " 5                   剪辑师  ...              False   \n",
       " 6                   剪辑师  ...              False   \n",
       " 7    视频剪辑师（13薪+双休+五险一金）  ...              False   \n",
       " 8                 视频剪辑师  ...              False   \n",
       " 9                 视频剪辑师  ...              False   \n",
       " 10             招聘摄影师剪辑师  ...              False   \n",
       " 11                视频剪辑师  ...              False   \n",
       " 12              视频拍摄剪辑师  ...              False   \n",
       " 13                  剪辑师  ...              False   \n",
       " 14          实习生视频拍摄/剪辑师  ...              False   \n",
       " 15    视频剪辑/高薪诚聘短视频拍摄剪辑师  ...              False   \n",
       " 16                视频剪辑师  ...              False   \n",
       " 17                  剪辑师  ...              False   \n",
       " 18               短视频剪辑师  ...              False   \n",
       " 19                后期剪辑师  ...              False   \n",
       " 20             摄影剪辑师/双休  ...              False   \n",
       " 21               短视频剪辑师  ...              False   \n",
       " 22                视频剪辑师  ...              False   \n",
       " 23                摄影剪辑师  ...              False   \n",
       " 24                  剪辑师  ...              False   \n",
       " 25                视频剪辑师  ...              False   \n",
       " 26                摄影剪辑师  ...              False   \n",
       " 27                视频剪辑师  ...              False   \n",
       " 28                视频剪辑师  ...              False   \n",
       " 29                后期剪辑师  ...              False   \n",
       " 30                  剪辑师  ...              False   \n",
       " 31                视频剪辑师  ...              False   \n",
       " 32                摄影剪辑师  ...              False   \n",
       " 33              视频拍摄剪辑师  ...              False   \n",
       " 34                摄影剪辑师  ...              False   \n",
       " 35               短视频剪辑师  ...              False   \n",
       " 36                摄像剪辑师  ...              False   \n",
       " 37                摄像剪辑师  ...              False   \n",
       " 38                后期剪辑师  ...              False   \n",
       " 39                摄影剪辑师  ...              False   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   4ecd8ed112566145584c7a939b8f61da  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   75ba2156e3dd6e3a46be37693b06ad9f  60408a3913789f2a26af87d402u.png   \n",
       " 2   65686bcc0c50506f5e18e4b6c9af4c34  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3   64ebaa04f3b964dfdc39aec680f1f259  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 4   3b009c979ab4afa4b33066af802d3d56  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 5   fa30c64cef80fb483d3414f90dd1d97c  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 6   610e8460749655d29a476fbf5934d0e3  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 7   b3f44b81e8de85fd2ae18dda93a87c6e  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   a09998e97b014dc0019f8b2bd85aebe4  5cf34e31d3ced4486469ec4d02u.png   \n",
       " 9   a0673b0e3f77b56a06fb8a0eaf87925c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 10  88ec5e898c86a777c7927e2f986a016c  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 11  d0dcbd4c41fc68fdbcea4a08a8a94aa2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 12  88ec5e898c86a777c7927e2f986a016c  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  e9f5ce0a579f5607c7c18e37529cc570  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 14  58e6811f1d31d7502abe4d62734c6e94  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 15  0921b35177e9f70a1b7c965ffde10190  5fd47bef55550936bbcceca802u.png   \n",
       " 16  46e27d7661ae01cc0e47868530ab1422  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 17  43431cae18e0b0a7cc08f7eecead9059  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 18  481b8b3bb9c29fe2e76bbb567cc41c21  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  6b4f93088d796a9a9d5a5a47aec80527  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 20  46aece1212127d12080c388bf6fa83c7  613580096922c96d6db1622601u.png   \n",
       " 21  ea8f55995c282323b3c7f2fe24040b2b  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 22  3388941ed922a008b2d93590b77f6730  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23  89eaef2aa9490973b259048d33026745  60c2d52f7b75ba43949fd9d906u.png   \n",
       " 24  972ac7bc3db51c52ef38edd6af96b502  612ed48d5bff8954a915113407u.png   \n",
       " 25  6a5ad41f3206ffa570d6d15e22e4533b  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 26  9c67852f1dd57015b9285298553d09ae  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 27  95440cdec2fb567820873e303c6190c3  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 28  7c4b23e4c3ed1f0df09085ac0918ef90  5f97957c79c7cc70efc33d5903u.png   \n",
       " 29  1862304378c53b90c3b43fabe306d692  5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  741caab3d5e3ed62031f1caa14973674  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31  77cb940d7b808576eb649c90c81b9e02  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  b86ad33270cdcbb21a26f137c117a00e  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 33  449aa0bceb136aeefab6b8f8ba49fc2e  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  d37b4ea5d50d3b430b7e23bc0c500475  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  604dcf2b881fe2d72a5b7ba0282ef1ec  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 36  ce6c106ae088cf6dedc4f251b861e04a  5e69fe4537483e328d5655ec01u.png   \n",
       " 37  414d3191bec9fca86ae3c9f61764a49e  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38  3e8a101920f056811b45bf09d16e6bdb  6071d642679e683e73009c9502u.png   \n",
       " 39  561798a2bdc33de47d889f6745248117  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "          comp.compName  comp.compIndustry comp.compScale  \\\n",
       " 0        广州健姿妍生物科技有限公司                 日化          1-49人   \n",
       " 1           广州粽子传媒有限公司           广播/影视/录音          1-49人   \n",
       " 2         广州爱城精致摄影有限公司           广播/影视/录音       100-499人   \n",
       " 3         广州起步文化传播有限公司           广播/影视/录音          1-49人   \n",
       " 4   广州市海珠区启盛文化传播有限责任公司           广播/影视/录音         50-99人   \n",
       " 5         广州点聚信息科技有限公司            在线社交/媒体       100-499人   \n",
       " 6          广州大笨象茶业有限公司              批发/零售          1-49人   \n",
       " 7               豌豆素质教育               培训服务    5000-10000人   \n",
       " 8         佛山国潮当道服饰有限公司              批发/零售                  \n",
       " 9                  乐吉利               电子商务          1-49人   \n",
       " 10       广东省芝麻管家服务有限公司             专业技术服务          1-49人   \n",
       " 11        广东对点科技孵化有限公司                互联网          1-49人   \n",
       " 12       广东省芝麻管家服务有限公司             专业技术服务          1-49人   \n",
       " 13                方块网络               室内娱乐          1-49人   \n",
       " 14                  范仕               整车制造          1-49人   \n",
       " 15     深圳市前海金嘉餐饮管理有限公司                餐饮业       500-999人   \n",
       " 16        广州抱诚信息服务有限公司              计算机软件          1-49人   \n",
       " 17        三河李陌电子商务有限公司                NaN         50-99人   \n",
       " 18       广州十三邀信息科技有限公司              计算机软件         50-99人   \n",
       " 19         广州微视界网络有限公司                互联网          1-49人   \n",
       " 20             成功易(广州)           广告/公关/会展     1000-2000人   \n",
       " 21       广州十三邀信息科技有限公司              计算机软件         50-99人   \n",
       " 22       深圳市哈哈互动科技有限公司           广告/公关/会展          1-49人   \n",
       " 23        小牛(广州)传媒有限公司              批发/零售                  \n",
       " 24                好好活呗               培训服务          1-49人   \n",
       " 25        广州有你网络技术有限公司           广告/公关/会展         50-99人   \n",
       " 26      广东漫游国际旅游集团有限公司                新零售         50-99人   \n",
       " 27      娱翅(广州)文化传媒有限公司              文化艺术业          1-49人   \n",
       " 28          广州线影服饰有限公司           服装/纺织/皮革         50-99人   \n",
       " 29       广州市鸿灵电子商务有限公司               电子商务         50-99人   \n",
       " 30      广州市林加格文化传媒有限公司           广播/影视/录音          1-49人   \n",
       " 31                鹿与女友               电子商务         50-99人   \n",
       " 32        广州妍初生物科技有限公司               电子商务          1-49人   \n",
       " 33        广州市蓝海鲨科技有限公司            在线社交/媒体       100-499人   \n",
       " 34       广东束水集品牌服务有限公司             专业技术服务       100-499人   \n",
       " 35       广州市青叶网络科技有限公司                互联网          1-49人   \n",
       " 36     爱车族网络科技(广州)有限公司              计算机软件                  \n",
       " 37        广州泽之云化妆品有限公司                NaN          1-49人   \n",
       " 38                视崛文化           广播/影视/录音          1-49人   \n",
       " 39      广东亚太天能科技股份有限公司               智能硬件       100-499人   \n",
       " \n",
       "                       comp.compLogo comp.compId  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg     9733829   \n",
       " 1   61b07937d0458d53c627567e02u.jpg    12602495   \n",
       " 2   627e28321bd16847e3316fa105u.jpg     9653570   \n",
       " 3   61b07937d0458d53c627567e02u.jpg    12169307   \n",
       " 4   61b07937d0458d53c627567e02u.jpg    12872765   \n",
       " 5   5d75ab8c1922212016c65af602u.jpg    10136221   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    13174729   \n",
       " 7   613b1899380ff03c59b6147102u.png     9383814   \n",
       " 8   61b07937d0458d53c627567e02u.jpg    10069779   \n",
       " 9   610766a79424a24da8bfee6806u.jpg    12543405   \n",
       " 10  61b07937d0458d53c627567e02u.jpg    12915125   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    10162985   \n",
       " 12  61b07937d0458d53c627567e02u.jpg    12915125   \n",
       " 13  611b4b6aebb5e21fb539344303u.jpg    12887451   \n",
       " 14  605c019214ff1364b76fdb2706u.jpg     9579794   \n",
       " 15  61b07937d0458d53c627567e02u.jpg    12499231   \n",
       " 16  61b07937d0458d53c627567e02u.jpg    13102705   \n",
       " 17  61b07937d0458d53c627567e02u.jpg    12838605   \n",
       " 18  61b07937d0458d53c627567e02u.jpg    12224489   \n",
       " 19  61b07937d0458d53c627567e02u.jpg    13011871   \n",
       " 20  60d2e09554a0a4380967aa4707u.png    12795221   \n",
       " 21  61b07937d0458d53c627567e02u.jpg    12224489   \n",
       " 22  61b07937d0458d53c627567e02u.jpg    12300613   \n",
       " 23  61b07937d0458d53c627567e02u.jpg    12788653   \n",
       " 24  612d922b18a795754062e98604u.jpg    12912129   \n",
       " 25  61b07937d0458d53c627567e02u.jpg    12365063   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12180155   \n",
       " 27  61b07937d0458d53c627567e02u.jpg    12578449   \n",
       " 28  61b07937d0458d53c627567e02u.jpg     9739211   \n",
       " 29  61b07937d0458d53c627567e02u.jpg    12313381   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    10046353   \n",
       " 31  61b07937d0458d53c627567e02u.jpg    12197931   \n",
       " 32  61b07937d0458d53c627567e02u.jpg    12315021   \n",
       " 33  5e8ecc4f5a1a60079d67c19507u.jpg    12191797   \n",
       " 34  61b07937d0458d53c627567e02u.jpg    10118973   \n",
       " 35  61b07937d0458d53c627567e02u.jpg    12969043   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    10156717   \n",
       " 37  61b07937d0458d53c627567e02u.jpg    12789525   \n",
       " 38  5bfe9eaa74719d2aa34b9eba03a.png     8467571   \n",
       " 39  5f2a26e713bca4465f243c6904u.png     9897233   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/9733829/            NaN  \n",
       " 1   https://www.liepin.com/company/12602495/            NaN  \n",
       " 2    https://www.liepin.com/company/9653570/          融资未公开  \n",
       " 3   https://www.liepin.com/company/12169307/            NaN  \n",
       " 4   https://www.liepin.com/company/12872765/            NaN  \n",
       " 5   https://www.liepin.com/company/10136221/          融资未公开  \n",
       " 6   https://www.liepin.com/company/13174729/            NaN  \n",
       " 7    https://www.liepin.com/company/9383814/             C轮  \n",
       " 8   https://www.liepin.com/company/10069779/            NaN  \n",
       " 9   https://www.liepin.com/company/12543405/             A轮  \n",
       " 10  https://www.liepin.com/company/12915125/            NaN  \n",
       " 11  https://www.liepin.com/company/10162985/            NaN  \n",
       " 12  https://www.liepin.com/company/12915125/            NaN  \n",
       " 13  https://www.liepin.com/company/12887451/             其他  \n",
       " 14   https://www.liepin.com/company/9579794/             其他  \n",
       " 15  https://www.liepin.com/company/12499231/            NaN  \n",
       " 16  https://www.liepin.com/company/13102705/            NaN  \n",
       " 17  https://www.liepin.com/company/12838605/            NaN  \n",
       " 18  https://www.liepin.com/company/12224489/            NaN  \n",
       " 19  https://www.liepin.com/company/13011871/            NaN  \n",
       " 20  https://www.liepin.com/company/12795221/            NaN  \n",
       " 21  https://www.liepin.com/company/12224489/            NaN  \n",
       " 22  https://www.liepin.com/company/12300613/          融资未公开  \n",
       " 23  https://www.liepin.com/company/12788653/            NaN  \n",
       " 24  https://www.liepin.com/company/12912129/            NaN  \n",
       " 25  https://www.liepin.com/company/12365063/          融资未公开  \n",
       " 26  https://www.liepin.com/company/12180155/          融资未公开  \n",
       " 27  https://www.liepin.com/company/12578449/            NaN  \n",
       " 28   https://www.liepin.com/company/9739211/            NaN  \n",
       " 29  https://www.liepin.com/company/12313381/            NaN  \n",
       " 30  https://www.liepin.com/company/10046353/            NaN  \n",
       " 31  https://www.liepin.com/company/12197931/            NaN  \n",
       " 32  https://www.liepin.com/company/12315021/            NaN  \n",
       " 33  https://www.liepin.com/company/12191797/          融资未公开  \n",
       " 34  https://www.liepin.com/company/10118973/            NaN  \n",
       " 35  https://www.liepin.com/company/12969043/            NaN  \n",
       " 36  https://www.liepin.com/company/10156717/            NaN  \n",
       " 37  https://www.liepin.com/company/12789525/            NaN  \n",
       " 38   https://www.liepin.com/company/8467571/          融资未公开  \n",
       " 39   https://www.liepin.com/company/9897233/          新三板上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
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       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
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       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
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       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
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       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
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       " 33  {\"imId\":\"3e13b60d5fce77e0c5715bb95c1c6de6\",\"im...   \n",
       " 34  {\"imId\":\"3e13b60d5fce77e0c5715bb95c1c6de6\",\"im...   \n",
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       " 36  {\"imId\":\"69e5b58038c2f26e67766a03c68ce883\",\"im...   \n",
       " 37  {\"imId\":\"f7af697340c968d64036597854bcf58c\",\"im...   \n",
       " 38  {\"imId\":\"bc8871a4cbab8a84dfb6df235db455f2\",\"im...   \n",
       " 39  {\"imId\":\"2aa95d7ff9717c4bc7694c3b554596c0\",\"im...   \n",
       " \n",
       "                                         job.labels job.jobId job.refreshTime  \\\n",
       " 0                                           [视频剪辑]  44693763  20211110014344   \n",
       " 1   [后期制作, 视频剪辑, 视频音频制作, photoshop（ps）图像处理软件, 摄影师]  36697043  20210317140601   \n",
       " 2                                        [剪辑师, 婚礼]  59373979  20230615200631   \n",
       " 3                    [后期制作, 视频剪辑, 视频音频制作, pr, 摄影师]  30697455  20200810181418   \n",
       " 4                                    [短视频拍摄, 服装摄影]  54821289  20221201205627   \n",
       " 5      [快手, 抖音, 微博, 短剧, 小说, 短视频, 形象视频, 后期制作, 视频剪辑]  58267873  20230523102940   \n",
       " 6                                  [电商主播, 女装类, 带货]  59064778  20230604152031   \n",
       " 7                                             [线上]  53263963  20230320094531   \n",
       " 8                                               []  57057415  20230503170040   \n",
       " 9                                         [摄像, 剪辑]  35575889  20230617130205   \n",
       " 10                                              []  58311941  20230505191235   \n",
       " 11                                              []  57057395  20230503170040   \n",
       " 12                                    [短剧投放, 小说投放]  59370355  20230615173214   \n",
       " 13                                              []  28476229  20230308163255   \n",
       " 14                                              []  57088829  20230319102744   \n",
       " 15                                 [剪辑、制作, B站视频剪辑]  46820621  20220216104009   \n",
       " 16                [短视频运营, 直播运营, 粉丝运营, 内容运营, 自媒体平台]  55109529  20221216110206   \n",
       " 17                  [广告创意, 创意设计, 创意策划, 品牌营销, 活动执行]  51167957  20220715203040   \n",
       " 18                                   [后期剪辑, 短视频剪辑]  45820297  20221206095323   \n",
       " 19      [广告文案, 活动文案, 品牌文案, 渠道推广, 软文撰写, 视频文案, 电商文案]  38982081  20210510163552   \n",
       " 20                                          [产品运营]  28656331  20210310145707   \n",
       " 21                                    [视频编导, 能编能导]  52678745  20220924154806   \n",
       " 22                                              []  48660991  20220405195247   \n",
       " 23                          [抖音平台, 编导, 脚本语言, 视频文案]  59260587  20230615102140   \n",
       " 24                             [平台运营, 短视频运营, 内容运营]  42226789  20210817032223   \n",
       " 25                                   [社群运营, 新媒体运营]  26175015  20200331102052   \n",
       " 26                                            [剪辑]  33780931  20201125192744   \n",
       " 27                     [社交媒体, 社交媒介, 新媒体, 广告/传媒/文化]  28200793  20201012142945   \n",
       " 28                             [带货主播, 有亲和力, 互动能力强]  41086061  20210715144329   \n",
       " 29                                    [后期制作, 现场拍摄]  34397777  20201229212105   \n",
       " 30                       [短视频剪辑, 后期剪辑, 后期制作, 电商视频]  52686883  20220920115533   \n",
       " 31                         [文案, 内容运营, 新媒体运营, 社群运营]  31799141  20210121105605   \n",
       " 32                               [视频类, 活动运营, 活动策划]  44206073  20211024100615   \n",
       " 33                                           [服务业]  44404751  20211031152417   \n",
       " 34                                         [新媒体运营]  44206297  20211024103608   \n",
       " 35                                   [短视频策划, 广告创意]  48860997  20220413094749   \n",
       " 36                                   [短视频制片, 视频剪辑]  47888561  20220309170846   \n",
       " 37                                          [视频剪辑]  38226425  20210416092924   \n",
       " 38                             [摄像, 剪辑, 视频摄影, 短视频]  37907205  20210409153028   \n",
       " 39                    [白酒类方向, 剧情号起号, 拍剪都会, 剧情号粉丝多]  47448649  20220418174119   \n",
       " \n",
       "    job.jobKind          job.title  job.salary  job.dq  job.topJob  ...  \\\n",
       " 0            2                剪辑师        8-9k      广州       False  ...   \n",
       " 1            2              摄像剪辑师        5-8k  广州-天河区       False  ...   \n",
       " 2            2              婚礼剪辑师        5-8k  广州-荔湾区       False  ...   \n",
       " 3            2               摄影剪辑   5-10k·13薪      广州       False  ...   \n",
       " 4            2              产品摄影师       8-12k  广州-白云区       False  ...   \n",
       " 5            2       视频剪辑制作（短剧方向）       8-12k  广州-番禺区       False  ...   \n",
       " 6            2               女装主播      10-15k  广州-白云区       False  ...   \n",
       " 7            2               后期剪辑        5-8k  广州-番禺区       False  ...   \n",
       " 8            2             视频制作经理      10-15k  广州-番禺区       False  ...   \n",
       " 9            2              产品摄影师       8-15k      广州       False  ...   \n",
       " 10           2             抖音直播投手       8-10k  广州-白云区       False  ...   \n",
       " 11           2             视频制作主管       8-10k  广州-番禺区       False  ...   \n",
       " 12           2             短剧投放主管      15-28k  广州-天河区       False  ...   \n",
       " 13           2                实习生        1-4k  广州-番禺区       False  ...   \n",
       " 14           2               视频剪辑        5-8k      广州       False  ...   \n",
       " 15           2               视频制作      10-20k  广州-海珠区       False  ...   \n",
       " 16           2       知识付费类短视频运营主管       7-12k  广州-荔湾区       False  ...   \n",
       " 17           2             视频创意总监  15-30k·13薪  广州-天河区       False  ...   \n",
       " 18           2              短视频剪辑       8-15k  广州-海珠区       False  ...   \n",
       " 19           2             广告文案编辑      10-20k  广州-白云区       False  ...   \n",
       " 20           2              新媒体编辑        6-9k  广州-天河区       False  ...   \n",
       " 21           2              短视频编导       8-15k  广州-白云区       False  ...   \n",
       " 22           2             后期剪辑助理    3-8k·13薪  广州-番禺区       False  ...   \n",
       " 23           2            抖音短视频编导       7-15k  广州-天河区       False  ...   \n",
       " 24           2            抖音短视频运营       5-10k      广州       False  ...   \n",
       " 25           2  多媒体运营助理（兼心理咨询师助理）    6-8k·13薪  广州-番禺区       False  ...   \n",
       " 26           2          抖音短视频剪辑拍摄        4-7k      广州       False  ...   \n",
       " 27           2             视频文案策划        6-8k  广州-白云区       False  ...   \n",
       " 28           2               带货主播      10-15k      广州       False  ...   \n",
       " 29           2               影视助理        3-5k      广州       False  ...   \n",
       " 30           2   短视频拍摄剪辑(五险一金+提成)        4-8k  广州-白云区       False  ...   \n",
       " 31           2            新媒体运营主管       8-13k      广州       False  ...   \n",
       " 32           2                新媒体       5-10k      广州       False  ...   \n",
       " 33           2                策划师       8-12k      广州       False  ...   \n",
       " 34           2              新媒体运营       5-10k      广州       False  ...   \n",
       " 35           2             视频创意策划       6-10k  广州-天河区       False  ...   \n",
       " 36           2              短视频剪辑       7-10k      广州       False  ...   \n",
       " 37           2             摄影后期制作        5-8k  广州-黄埔区       False  ...   \n",
       " 38           2                摄像师        1-6k      广州       False  ...   \n",
       " 39           2              短视频编导      10-15k      广州       False  ...   \n",
       " \n",
       "    recruiter.recruiterName    recruiter.recruiterTitle  \\\n",
       " 0                      许先生                     招聘经理/主管   \n",
       " 1                      陈女士                         总经理   \n",
       " 2                      梁先生                         主理人   \n",
       " 3                      钟先生                        执行董事   \n",
       " 4                      代先生                         总经理   \n",
       " 5                      陈女士                          HR   \n",
       " 6                      张先生                          人事   \n",
       " 7                      杨女士                          法人   \n",
       " 8                      孙女士                          行政   \n",
       " 9                      何女士                               \n",
       " 10                     郑女士                    高级人力资源经理   \n",
       " 11                     孙女士                          行政   \n",
       " 12                     陈女士                     招聘专员/助理   \n",
       " 13                     陆先生                         CEO   \n",
       " 14                     王先生                         总经理   \n",
       " 15                     张女士                               \n",
       " 16                     陆女士                      人力资源主管   \n",
       " 17                     王先生                        招聘主管   \n",
       " 18                     潘先生                      人力资源经理   \n",
       " 19                     伍女士                        人事主管   \n",
       " 20                     曾女士                               \n",
       " 21                     龙女士                         龙女士   \n",
       " 22                     陈先生                         制片人   \n",
       " 23                     何女士                          HR   \n",
       " 24                     李先生                         创始人   \n",
       " 25                     陈先生  多媒体设计师；心理咨询师助理；新媒体运营；CEO助理   \n",
       " 26                     鞠先生                       首席运营官   \n",
       " 27                     黄女士                      人力资源经理   \n",
       " 28                     吴先生             首席执行官CEO/总裁/总经理   \n",
       " 29                     严先生                         总理经   \n",
       " 30                     李女士                          HR   \n",
       " 31                     陈先生                         CEO   \n",
       " 32                     陈先生                     招聘经理/主管   \n",
       " 33                     陈先生                     招聘经理/主管   \n",
       " 34                     陈先生                     招聘经理/主管   \n",
       " 35                     林女士                      人事行政专员   \n",
       " 36                     曹女士                        运营总监   \n",
       " 37                     姚女士                          HR   \n",
       " 38                     王先生                          老板   \n",
       " 39                     高先生                               \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compScale     comp.compName  \\\n",
       " 0   5f8f986aea60860b75384fab08u.jpg          1-49人    广州腾飞腾达网络科技有限公司   \n",
       " 1   6046e04f4c997871cd420c8307u.png          1-49人       广州市意得贸易有限公司   \n",
       " 2   5f8f986c79c7cc70efbf36c808u.jpg          1-49人  云上现象(广州)摄影科技有限公司   \n",
       " 3   5f8f98698dbe6273dcf8516008u.jpg          1-49人   广州萤火虫智能信息科技有限公司   \n",
       " 4   5f8f986c79c7cc70efbf36c808u.jpg         50-99人       河北辉利派服饰有限公司   \n",
       " 5   5f8f986779c7cc70efbf36c008u.jpg       100-499人              有米科技   \n",
       " 6   647b6cb0e858060fb53eeb0208u.png                     广州云乙电子商务有限公司   \n",
       " 7   627dcac1c721810370810c4d03u.png          1-49人      广州君扬文化传媒有限公司   \n",
       " 8   5f8f98648dbe6273dcf8515508u.jpg          1-49人        广东莱洋实业有限公司   \n",
       " 9   54d1e78c712e7147fd80b4c502c.jpg       100-499人              名兰世家   \n",
       " 10  5f8f9866dfb13a7dee342f1808u.jpg       500-999人       河南梦尔达科技有限公司   \n",
       " 11  5f8f98648dbe6273dcf8515508u.jpg          1-49人        广东莱洋实业有限公司   \n",
       " 12  5f8f9863f6d1ab58476f246a08u.jpg       500-999人              麦芽传媒   \n",
       " 13  5ec63f55ec4db462f82188e108u.png          1-49人        广州佳纳广告有限公司   \n",
       " 14  5f8f986aea60860b75384fab08u.jpg          1-49人      广州如壹文化传媒有限公司   \n",
       " 15  5f8f98648dbe6273dcf8515508u.jpg       100-499人      广州文石信息科技有限公司   \n",
       " 16  5f8f9865ea60860b75384fa508u.jpg       100-499人        深圳文储科技有限公司   \n",
       " 17  5f8f986bdfb13a7dee342f2108u.jpg          1-49人      神级科技(广州)有限公司   \n",
       " 18  5f8f986bdfb13a7dee342f2108u.jpg       100-499人               水之蔻   \n",
       " 19  5f8f9866dfb13a7dee342f1808u.jpg          1-49人      广州桦鸿生物科技有限公司   \n",
       " 20  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人              美莱整形   \n",
       " 21  5f8f9866dfb13a7dee342f1808u.jpg       100-499人     广州市易步网络科技有限公司   \n",
       " 22  624c2f36eca2dc3abb641ff805u.png          1-49人              川鹰文化   \n",
       " 23  5f8f9866dfb13a7dee342f1808u.jpg         50-99人     广州市博沃品牌策划有限公司   \n",
       " 24  5f8f98698dbe6273dcf8516008u.jpg          1-49人     西双版纳茶鲜森茶业有限公司   \n",
       " 25  5f8f986aea60860b75384fab08u.jpg          1-49人     广州陈灿锐心理咨询有限公司   \n",
       " 26  5f8f986aea60860b75384fab08u.jpg          1-49人       广州市古崇贸易有限公司   \n",
       " 27  5f8f98648dbe6273dcf8515508u.jpg         50-99人        广州善本图书有限公司   \n",
       " 28  5f8f986bdfb13a7dee342f2108u.jpg         50-99人    广州市集名品网络科技有限公司   \n",
       " 29  5f8f986aea60860b75384fab08u.jpg          1-49人        广州睿声广告有限公司   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg       100-499人     广州洋玩意国际贸易有限公司   \n",
       " 31  5f5b37faea60860b751c62d105u.png          1-49人      广州三介文化科技有限公司   \n",
       " 32  5f8f986aea60860b75384fab08u.jpg         50-99人  春男壹家(广州)文化传媒有限公司   \n",
       " 33  5f8f986aea60860b75384fab08u.jpg         50-99人  春男壹家(广州)文化传媒有限公司   \n",
       " 34  5f8f986aea60860b75384fab08u.jpg         50-99人  春男壹家(广州)文化传媒有限公司   \n",
       " 35  5f8f9863f6d1ab58476f246a08u.jpg       100-499人        广州臻强贸易有限公司   \n",
       " 36  60e67299f78b2941fbeca42a03u.png         50-99人   每一季(广州)文化科技有限公司   \n",
       " 37  5f8f9865ea60860b75384fa508u.jpg          1-49人     广州市正锐文化传播有限公司   \n",
       " 38  606d7c4da2f7110a6a343c8101u.png          1-49人      广州徕斯文化传播有限公司   \n",
       " 39  5f8f986aea60860b75384fab08u.jpg          1-49人     广州知进守网络科技有限公司   \n",
       " \n",
       "    comp.compId                    comp.compLogo comp.compIndustry  \\\n",
       " 0     12925555  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 1      8686607  56d79b6545ce6e893ce9c12904a.jpg            贸易/进出口   \n",
       " 2     13579893  61b07937d0458d53c627567e02u.jpg          广播/影视/录音   \n",
       " 3     10255231  5dd5fbc8cd52473b94d5f1f103u.jpg              培训服务   \n",
       " 4     13368311  61b07937d0458d53c627567e02u.jpg          服装/纺织/皮革   \n",
       " 5      7863254  5ad017b38e50555968c6549906a.jpg           云计算/大数据   \n",
       " 6     13566822  61b07937d0458d53c627567e02u.jpg             批发/零售   \n",
       " 7     13214121  61b1fd1aafe5be721cbbd5bf06u.jpg            专业技术服务   \n",
       " 8     12707471  61b07937d0458d53c627567e02u.jpg              电子商务   \n",
       " 9      7855272  5bfe96d374719df0ac991a3c03a.png               互联网   \n",
       " 10    12657951  61b07937d0458d53c627567e02u.jpg              电子商务   \n",
       " 11    12707471  61b07937d0458d53c627567e02u.jpg              电子商务   \n",
       " 12     8694970  648be30bc1e8210e851b2c1a06u.png               互联网   \n",
       " 13    12250377  61b07937d0458d53c627567e02u.jpg          广告/公关/会展   \n",
       " 14    12941969  61b07937d0458d53c627567e02u.jpg            专业技术服务   \n",
       " 15     7865350  5bfea55974719d2aa34ce0c103a.png       电子/半导体/集成电路   \n",
       " 16    12810185  61b07937d0458d53c627567e02u.jpg               区块链   \n",
       " 17    13270039  61b07937d0458d53c627567e02u.jpg            专业技术服务   \n",
       " 18    12946693  61c0329455190c2d821b036703u.png              电子商务   \n",
       " 19    12734197  61b07937d0458d53c627567e02u.jpg              医疗机构   \n",
       " 20     7953428  5bfea5c374719d2aa34cea8003a.png              医疗机构   \n",
       " 21    13304857  624f1ed954fa06672bd22bd108u.jpg             批发/零售   \n",
       " 22    12831285  61b07937d0458d53c627567e02u.jpg          广播/影视/录音   \n",
       " 23     8216960  5bfea05174719d2aa34bf0d603a.png          广告/公关/会展   \n",
       " 24    12840697  61b07937d0458d53c627567e02u.jpg               NaN   \n",
       " 25    12157717  61b07937d0458d53c627567e02u.jpg            专业技术服务   \n",
       " 26    12479873  61b07937d0458d53c627567e02u.jpg             批发/零售   \n",
       " 27     8911880  5bfe99a274719df0ac99ac5903a.png          广播/影视/录音   \n",
       " 28    12836799  61b07937d0458d53c627567e02u.jpg               NaN   \n",
       " 29    12498947  61b07937d0458d53c627567e02u.jpg            专业技术服务   \n",
       " 30     9753439  5eba02baf2540204574416ee01u.jpg            贸易/进出口   \n",
       " 31    12399139  61b07937d0458d53c627567e02u.jpg          广告/公关/会展   \n",
       " 32    12969311  61b07937d0458d53c627567e02u.jpg              培训服务   \n",
       " 33    12969311  61b07937d0458d53c627567e02u.jpg              培训服务   \n",
       " 34    12969311  61b07937d0458d53c627567e02u.jpg              培训服务   \n",
       " 35     9726007  5c05f289bed6774a5cbc798706u.jpg              电子商务   \n",
       " 36    12469803  61b07937d0458d53c627567e02u.jpg              室内娱乐   \n",
       " 37    12695061  6078e99bd21ff50424fe634001u.jpg            专业技术服务   \n",
       " 38    12678397  61b07937d0458d53c627567e02u.jpg          广播/影视/录音   \n",
       " 39    12998867  6209c8ac852ef53f0fc58fa701u.png           在线社交/媒体   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0   https://www.liepin.com/company/12925555/            NaN  \n",
       " 1    https://www.liepin.com/company/8686607/          融资未公开  \n",
       " 2   https://www.liepin.com/company/13579893/            NaN  \n",
       " 3   https://www.liepin.com/company/10255231/            NaN  \n",
       " 4   https://www.liepin.com/company/13368311/            NaN  \n",
       " 5    https://www.liepin.com/company/7863254/           战略投资  \n",
       " 6   https://www.liepin.com/company/13566822/            NaN  \n",
       " 7   https://www.liepin.com/company/13214121/            NaN  \n",
       " 8   https://www.liepin.com/company/12707471/            NaN  \n",
       " 9    https://www.liepin.com/company/7855272/            NaN  \n",
       " 10  https://www.liepin.com/company/12657951/            NaN  \n",
       " 11  https://www.liepin.com/company/12707471/            NaN  \n",
       " 12   https://www.liepin.com/company/8694970/            NaN  \n",
       " 13  https://www.liepin.com/company/12250377/            NaN  \n",
       " 14  https://www.liepin.com/company/12941969/            NaN  \n",
       " 15   https://www.liepin.com/company/7865350/            NaN  \n",
       " 16  https://www.liepin.com/company/12810185/            NaN  \n",
       " 17  https://www.liepin.com/company/13270039/            NaN  \n",
       " 18  https://www.liepin.com/company/12946693/            天使轮  \n",
       " 19  https://www.liepin.com/company/12734197/            NaN  \n",
       " 20   https://www.liepin.com/company/7953428/            NaN  \n",
       " 21  https://www.liepin.com/company/13304857/            NaN  \n",
       " 22  https://www.liepin.com/company/12831285/            NaN  \n",
       " 23   https://www.liepin.com/company/8216960/            NaN  \n",
       " 24  https://www.liepin.com/company/12840697/            NaN  \n",
       " 25  https://www.liepin.com/company/12157717/          融资未公开  \n",
       " 26  https://www.liepin.com/company/12479873/          融资未公开  \n",
       " 27   https://www.liepin.com/company/8911880/            NaN  \n",
       " 28  https://www.liepin.com/company/12836799/            NaN  \n",
       " 29  https://www.liepin.com/company/12498947/            NaN  \n",
       " 30   https://www.liepin.com/company/9753439/          融资未公开  \n",
       " 31  https://www.liepin.com/company/12399139/            NaN  \n",
       " 32  https://www.liepin.com/company/12969311/            NaN  \n",
       " 33  https://www.liepin.com/company/12969311/            NaN  \n",
       " 34  https://www.liepin.com/company/12969311/            NaN  \n",
       " 35   https://www.liepin.com/company/9726007/          融资未公开  \n",
       " 36  https://www.liepin.com/company/12469803/            NaN  \n",
       " 37  https://www.liepin.com/company/12695061/            NaN  \n",
       " 38  https://www.liepin.com/company/12678397/            NaN  \n",
       " 39  https://www.liepin.com/company/12998867/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                             dataInfo  \\\n",
       " 0  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                           dataParams  \\\n",
       " 0  {\"imId\":\"a07a1d3ceb9404fe8168f1d83f776855\",\"im...   \n",
       " 1  {\"imId\":\"30298571fd39ceb7ecfac38e3112b5b8\",\"im...   \n",
       " 2  {\"imId\":\"5a3e37ff39c8eb29816841a4612c5b46\",\"im...   \n",
       " \n",
       "                               job.labels job.salary  job.dq job.title  \\\n",
       " 0  [电子商务, IT互联网, 跨境电商, 网站策划, 内容运营, 文案策划]       6-8k  广州-天河区  海外文案策划编辑   \n",
       " 1                                   [大专]       3-8k  广州-荔湾区     后期剪辑师   \n",
       " 2                       [提供转正, 大专, 视频剪辑]     100元/天      广州      视频编辑   \n",
       " \n",
       "   job.jobId job.refreshTime job.jobKind  job.topJob  ...  \\\n",
       " 0  56757305  20230307141000           2       False  ...   \n",
       " 1  57835711  20230415150750           6       False  ...   \n",
       " 2  45048333  20220126233003           6       False  ...   \n",
       " \n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0  af28dae163dda0eea569ed67c2de5d7a  6407205aad2fe84c20dc4d0407u.png   \n",
       " 1  4a4f845cfaf0d43deaeaabe9b023e21d  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2  e6d587467f43f7588d83ffd37edb15ca  5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "   comp.compIndustry comp.compScale  comp.compName comp.compStage  \\\n",
       " 0            贸易/进出口          1-49人  广州瑞枫跨境供应链有限公司          融资未公开   \n",
       " 1             批发/零售          1-49人    广州市共利贸易有限公司            NaN   \n",
       " 2            专业技术服务          1-49人   广州如壹文化传媒有限公司            NaN   \n",
       " \n",
       "                      comp.compLogo comp.compId  \\\n",
       " 0  61b07937d0458d53c627567e02u.jpg     8761157   \n",
       " 1  61b07937d0458d53c627567e02u.jpg    13226613   \n",
       " 2  61b07937d0458d53c627567e02u.jpg    12941969   \n",
       " \n",
       "                                   comp.link  job.campusJobKind  \n",
       " 0   https://www.liepin.com/company/8761157/                NaN  \n",
       " 1  https://www.liepin.com/company/13226613/                 应届  \n",
       " 2  https://www.liepin.com/company/12941969/                 实习  \n",
       " \n",
       " [3 rows x 32 columns]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abf39634",
   "metadata": {},
   "source": [
    "## 数据整理成为表格\n",
    "> 1. pandas 中的concat方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "481b39e9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
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       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d6e7deaaeaea5b238c59a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20210520203503</td>\n",
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       "      <td>39362451</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>摄影剪辑师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>60a711f6b4141f598f34ce0401u.png</td>\n",
       "      <td>12751171.0</td>\n",
       "      <td>瓜瓜网络</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12751171/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d1a95c9bff825cdb1f289...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230530141457</td>\n",
       "      <td>2</td>\n",
       "      <td>58694853</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>12878813.0</td>\n",
       "      <td>广州知行机器人科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12878813/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e6d587467f43f7588d83f...</td>\n",
       "      <td>[视频剪辑, 后期制作, pr]</td>\n",
       "      <td>20230319091436</td>\n",
       "      <td>2</td>\n",
       "      <td>43415437</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12941969.0</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12941969/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"269608245e5f0b54de95a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20221107210124</td>\n",
       "      <td>2</td>\n",
       "      <td>53689041</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>13346319.0</td>\n",
       "      <td>广州立象网络科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13346319/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"053e16f0f30eacbb10bef...</td>\n",
       "      <td>[后期制作, 视频剪辑]</td>\n",
       "      <td>20191119133330</td>\n",
       "      <td>2</td>\n",
       "      <td>24489071</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>10046081.0</td>\n",
       "      <td>广州铂音文化传媒有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/10046081/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"imId\":\"bc8871a4cbab8a84dfb6df235db455f2\",\"im...</td>\n",
       "      <td>[摄像, 剪辑, 视频摄影, 短视频]</td>\n",
       "      <td>20210409153028</td>\n",
       "      <td>2</td>\n",
       "      <td>37907205</td>\n",
       "      <td>1-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>摄像师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>606d7c4da2f7110a6a343c8101u.png</td>\n",
       "      <td>12678397.0</td>\n",
       "      <td>广州徕斯文化传播有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12678397/</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"imId\":\"2aa95d7ff9717c4bc7694c3b554596c0\",\"im...</td>\n",
       "      <td>[白酒类方向, 剧情号起号, 拍剪都会, 剧情号粉丝多]</td>\n",
       "      <td>20220418174119</td>\n",
       "      <td>2</td>\n",
       "      <td>47448649</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>短视频编导</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12998867.0</td>\n",
       "      <td>广州知进守网络科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6209c8ac852ef53f0fc58fa701u.png</td>\n",
       "      <td>https://www.liepin.com/company/12998867/</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"a07a1d3ceb9404fe8168f1d83f776855\",\"im...</td>\n",
       "      <td>[电子商务, IT互联网, 跨境电商, 网站策划, 内容运营, 文案策划]</td>\n",
       "      <td>20230307141000</td>\n",
       "      <td>2</td>\n",
       "      <td>56757305</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>海外文案策划编辑</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6407205aad2fe84c20dc4d0407u.png</td>\n",
       "      <td>8761157.0</td>\n",
       "      <td>广州瑞枫跨境供应链有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8761157/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"30298571fd39ceb7ecfac38e3112b5b8\",\"im...</td>\n",
       "      <td>[大专]</td>\n",
       "      <td>20230415150750</td>\n",
       "      <td>6</td>\n",
       "      <td>57835711</td>\n",
       "      <td>3-8k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>后期剪辑师</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13226613.0</td>\n",
       "      <td>广州市共利贸易有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13226613/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"5a3e37ff39c8eb29816841a4612c5b46\",\"im...</td>\n",
       "      <td>[提供转正, 大专, 视频剪辑]</td>\n",
       "      <td>20220126233003</td>\n",
       "      <td>6</td>\n",
       "      <td>45048333</td>\n",
       "      <td>100元/天</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>视频编辑</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12941969.0</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12941969/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>实习</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "..                                                ...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"userId\":\"d6e7deaaeaea5b238c59a...   \n",
       "1   {\"jobKind\":\"2\",\"userId\":\"d1a95c9bff825cdb1f289...   \n",
       "2   {\"jobKind\":\"2\",\"userId\":\"e6d587467f43f7588d83f...   \n",
       "3   {\"jobKind\":\"2\",\"userId\":\"269608245e5f0b54de95a...   \n",
       "4   {\"jobKind\":\"2\",\"userId\":\"053e16f0f30eacbb10bef...   \n",
       "..                                                ...   \n",
       "38  {\"imId\":\"bc8871a4cbab8a84dfb6df235db455f2\",\"im...   \n",
       "39  {\"imId\":\"2aa95d7ff9717c4bc7694c3b554596c0\",\"im...   \n",
       "0   {\"imId\":\"a07a1d3ceb9404fe8168f1d83f776855\",\"im...   \n",
       "1   {\"imId\":\"30298571fd39ceb7ecfac38e3112b5b8\",\"im...   \n",
       "2   {\"imId\":\"5a3e37ff39c8eb29816841a4612c5b46\",\"im...   \n",
       "\n",
       "                               job.labels job.refreshTime job.jobKind  \\\n",
       "0                                      []  20210520203503           2   \n",
       "1                                      []  20230530141457           2   \n",
       "2                        [视频剪辑, 后期制作, pr]  20230319091436           2   \n",
       "3                                      []  20221107210124           2   \n",
       "4                            [后期制作, 视频剪辑]  20191119133330           2   \n",
       "..                                    ...             ...         ...   \n",
       "38                    [摄像, 剪辑, 视频摄影, 短视频]  20210409153028           2   \n",
       "39           [白酒类方向, 剧情号起号, 拍剪都会, 剧情号粉丝多]  20220418174119           2   \n",
       "0   [电子商务, IT互联网, 跨境电商, 网站策划, 内容运营, 文案策划]  20230307141000           2   \n",
       "1                                    [大专]  20230415150750           6   \n",
       "2                        [提供转正, 大专, 视频剪辑]  20220126233003           6   \n",
       "\n",
       "   job.jobId  job.salary  job.dq  job.topJob job.title  ...  \\\n",
       "0   39362451  10-15k·13薪      广州       False     摄影剪辑师  ...   \n",
       "1   58694853        6-9k  广州-天河区       False     视频剪辑师  ...   \n",
       "2   43415437        5-8k      广州       False       剪辑师  ...   \n",
       "3   53689041        4-8k  广州-白云区       False     视频剪辑师  ...   \n",
       "4   24489071        4-8k      广州       False       剪辑师  ...   \n",
       "..       ...         ...     ...         ...       ...  ...   \n",
       "38  37907205        1-6k      广州       False       摄像师  ...   \n",
       "39  47448649      10-15k      广州       False     短视频编导  ...   \n",
       "0   56757305        6-8k  广州-天河区       False  海外文案策划编辑  ...   \n",
       "1   57835711        3-8k  广州-荔湾区       False     后期剪辑师  ...   \n",
       "2   45048333      100元/天      广州       False      视频编辑  ...   \n",
       "\n",
       "   recruiter.imUserType         recruiter.recruiterPhoto comp.compId  \\\n",
       "0                     2  60a711f6b4141f598f34ce0401u.png  12751171.0   \n",
       "1                     2  5f8f9863f6d1ab58476f246a08u.jpg  12878813.0   \n",
       "2                     2  5f8f986aea60860b75384fab08u.jpg  12941969.0   \n",
       "3                     2  5f8f986aea60860b75384fab08u.jpg  13346319.0   \n",
       "4                     2  5f8f98648dbe6273dcf8515508u.jpg  10046081.0   \n",
       "..                  ...                              ...         ...   \n",
       "38                    2  606d7c4da2f7110a6a343c8101u.png  12678397.0   \n",
       "39                    2  5f8f986aea60860b75384fab08u.jpg  12998867.0   \n",
       "0                     2  6407205aad2fe84c20dc4d0407u.png   8761157.0   \n",
       "1                     2  5f8f986779c7cc70efbf36c008u.jpg  13226613.0   \n",
       "2                     2  5f8f986aea60860b75384fab08u.jpg  12941969.0   \n",
       "\n",
       "    comp.compName comp.compScale                    comp.compLogo  \\\n",
       "0            瓜瓜网络       100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       "1   广州知行机器人科技有限公司         50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       "2    广州如壹文化传媒有限公司          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "3    广州立象网络科技有限公司          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "4    广州铂音文化传媒有限公司         50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       "..            ...            ...                              ...   \n",
       "38   广州徕斯文化传播有限公司          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "39  广州知进守网络科技有限公司          1-49人  6209c8ac852ef53f0fc58fa701u.png   \n",
       "0   广州瑞枫跨境供应链有限公司          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "1     广州市共利贸易有限公司          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "2    广州如壹文化传媒有限公司          1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "                                   comp.link  comp.compIndustry  \\\n",
       "0   https://www.liepin.com/company/12751171/               电子商务   \n",
       "1   https://www.liepin.com/company/12878813/              计算机软件   \n",
       "2   https://www.liepin.com/company/12941969/             专业技术服务   \n",
       "3   https://www.liepin.com/company/13346319/               IT服务   \n",
       "4   https://www.liepin.com/company/10046081/             专业技术服务   \n",
       "..                                       ...                ...   \n",
       "38  https://www.liepin.com/company/12678397/           广播/影视/录音   \n",
       "39  https://www.liepin.com/company/12998867/            在线社交/媒体   \n",
       "0    https://www.liepin.com/company/8761157/             贸易/进出口   \n",
       "1   https://www.liepin.com/company/13226613/              批发/零售   \n",
       "2   https://www.liepin.com/company/12941969/             专业技术服务   \n",
       "\n",
       "   comp.compStage job.campusJobKind  \n",
       "0             NaN               NaN  \n",
       "1             NaN               NaN  \n",
       "2             NaN               NaN  \n",
       "3             NaN               NaN  \n",
       "4             NaN               NaN  \n",
       "..            ...               ...  \n",
       "38            NaN               NaN  \n",
       "39            NaN               NaN  \n",
       "0           融资未公开               NaN  \n",
       "1             NaN                应届  \n",
       "2             NaN                实习  \n",
       "\n",
       "[203 rows x 32 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c2ac6009",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'剪辑师'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['data']['mainSearchPcConditionForm']['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70fc6de3",
   "metadata": {},
   "source": [
    "## 数据存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2e032016",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0affdb43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=18, tm_hour=0, tm_min=4, tm_sec=36, tm_wday=6, tm_yday=169, tm_isdst=0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9badfd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'618_04'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "             +str(time.localtime().tm_mday)+'_'\\\n",
    "             +str(time.localtime().tm_hour) \\\n",
    "             +str(time.localtime().tm_min)\n",
    "output_time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1d2de632",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照职位名称和时间导出文件\n",
    "df.to_excel( key +'_liepin_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6511a95",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "> 1. Pandas/Numpy\n",
    "> 2. Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ae96f73c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "af2682c2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d6e7deaaeaea5b238c59a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20210520203503</td>\n",
       "      <td>2</td>\n",
       "      <td>39362451</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>60a711f6b4141f598f34ce0401u.png</td>\n",
       "      <td>12751171.0</td>\n",
       "      <td>瓜瓜网络</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12751171/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d1a95c9bff825cdb1f289...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230530141457</td>\n",
       "      <td>2</td>\n",
       "      <td>58694853</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>12878813.0</td>\n",
       "      <td>广州知行机器人科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12878813/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e6d587467f43f7588d83f...</td>\n",
       "      <td>['视频剪辑', '后期制作', 'pr']</td>\n",
       "      <td>20230319091436</td>\n",
       "      <td>2</td>\n",
       "      <td>43415437</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12941969.0</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12941969/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"269608245e5f0b54de95a...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20221107210124</td>\n",
       "      <td>2</td>\n",
       "      <td>53689041</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>13346319.0</td>\n",
       "      <td>广州立象网络科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13346319/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"053e16f0f30eacbb10bef...</td>\n",
       "      <td>['后期制作', '视频剪辑']</td>\n",
       "      <td>20191119133330</td>\n",
       "      <td>2</td>\n",
       "      <td>24489071</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>10046081.0</td>\n",
       "      <td>广州铂音文化传媒有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/10046081/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"imId\":\"bc8871a4cbab8a84dfb6df235db455f2\",\"im...</td>\n",
       "      <td>['摄像', '剪辑', '视频摄影', '短视频']</td>\n",
       "      <td>20210409153028</td>\n",
       "      <td>2</td>\n",
       "      <td>37907205</td>\n",
       "      <td>1-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>606d7c4da2f7110a6a343c8101u.png</td>\n",
       "      <td>12678397.0</td>\n",
       "      <td>广州徕斯文化传播有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12678397/</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"imId\":\"2aa95d7ff9717c4bc7694c3b554596c0\",\"im...</td>\n",
       "      <td>['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']</td>\n",
       "      <td>20220418174119</td>\n",
       "      <td>2</td>\n",
       "      <td>47448649</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12998867.0</td>\n",
       "      <td>广州知进守网络科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6209c8ac852ef53f0fc58fa701u.png</td>\n",
       "      <td>https://www.liepin.com/company/12998867/</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"a07a1d3ceb9404fe8168f1d83f776855\",\"im...</td>\n",
       "      <td>['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']</td>\n",
       "      <td>20230307141000</td>\n",
       "      <td>2</td>\n",
       "      <td>56757305</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6407205aad2fe84c20dc4d0407u.png</td>\n",
       "      <td>8761157.0</td>\n",
       "      <td>广州瑞枫跨境供应链有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8761157/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"30298571fd39ceb7ecfac38e3112b5b8\",\"im...</td>\n",
       "      <td>['大专']</td>\n",
       "      <td>20230415150750</td>\n",
       "      <td>6</td>\n",
       "      <td>57835711</td>\n",
       "      <td>3-8k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13226613.0</td>\n",
       "      <td>广州市共利贸易有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13226613/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"5a3e37ff39c8eb29816841a4612c5b46\",\"im...</td>\n",
       "      <td>['提供转正', '大专', '视频剪辑']</td>\n",
       "      <td>20220126233003</td>\n",
       "      <td>6</td>\n",
       "      <td>45048333</td>\n",
       "      <td>100元/天</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12941969.0</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12941969/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>实习</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "1             1  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "2             2  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "3             3  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "4             4  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "..          ...                                                ...   \n",
       "198          38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "199          39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "200           0  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "201           1  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "202           2  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobKind\":\"2\",\"userId\":\"d6e7deaaeaea5b238c59a...   \n",
       "1    {\"jobKind\":\"2\",\"userId\":\"d1a95c9bff825cdb1f289...   \n",
       "2    {\"jobKind\":\"2\",\"userId\":\"e6d587467f43f7588d83f...   \n",
       "3    {\"jobKind\":\"2\",\"userId\":\"269608245e5f0b54de95a...   \n",
       "4    {\"jobKind\":\"2\",\"userId\":\"053e16f0f30eacbb10bef...   \n",
       "..                                                 ...   \n",
       "198  {\"imId\":\"bc8871a4cbab8a84dfb6df235db455f2\",\"im...   \n",
       "199  {\"imId\":\"2aa95d7ff9717c4bc7694c3b554596c0\",\"im...   \n",
       "200  {\"imId\":\"a07a1d3ceb9404fe8168f1d83f776855\",\"im...   \n",
       "201  {\"imId\":\"30298571fd39ceb7ecfac38e3112b5b8\",\"im...   \n",
       "202  {\"imId\":\"5a3e37ff39c8eb29816841a4612c5b46\",\"im...   \n",
       "\n",
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                                   []   20210520203503   \n",
       "1                                                   []   20230530141457   \n",
       "2                               ['视频剪辑', '后期制作', 'pr']   20230319091436   \n",
       "3                                                   []   20221107210124   \n",
       "4                                     ['后期制作', '视频剪辑']   20191119133330   \n",
       "..                                                 ...              ...   \n",
       "198                        ['摄像', '剪辑', '视频摄影', '短视频']   20210409153028   \n",
       "199               ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']   20220418174119   \n",
       "200  ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']   20230307141000   \n",
       "201                                             ['大专']   20230415150750   \n",
       "202                             ['提供转正', '大专', '视频剪辑']   20220126233003   \n",
       "\n",
       "     job.jobKind  job.jobId  job.salary  job.dq  job.topJob  ...  \\\n",
       "0              2   39362451  10-15k·13薪      广州       False  ...   \n",
       "1              2   58694853        6-9k  广州-天河区       False  ...   \n",
       "2              2   43415437        5-8k      广州       False  ...   \n",
       "3              2   53689041        4-8k  广州-白云区       False  ...   \n",
       "4              2   24489071        4-8k      广州       False  ...   \n",
       "..           ...        ...         ...     ...         ...  ...   \n",
       "198            2   37907205        1-6k      广州       False  ...   \n",
       "199            2   47448649      10-15k      广州       False  ...   \n",
       "200            2   56757305        6-8k  广州-天河区       False  ...   \n",
       "201            6   57835711        3-8k  广州-荔湾区       False  ...   \n",
       "202            6   45048333      100元/天      广州       False  ...   \n",
       "\n",
       "    recruiter.imUserType         recruiter.recruiterPhoto comp.compId  \\\n",
       "0                      2  60a711f6b4141f598f34ce0401u.png  12751171.0   \n",
       "1                      2  5f8f9863f6d1ab58476f246a08u.jpg  12878813.0   \n",
       "2                      2  5f8f986aea60860b75384fab08u.jpg  12941969.0   \n",
       "3                      2  5f8f986aea60860b75384fab08u.jpg  13346319.0   \n",
       "4                      2  5f8f98648dbe6273dcf8515508u.jpg  10046081.0   \n",
       "..                   ...                              ...         ...   \n",
       "198                    2  606d7c4da2f7110a6a343c8101u.png  12678397.0   \n",
       "199                    2  5f8f986aea60860b75384fab08u.jpg  12998867.0   \n",
       "200                    2  6407205aad2fe84c20dc4d0407u.png   8761157.0   \n",
       "201                    2  5f8f986779c7cc70efbf36c008u.jpg  13226613.0   \n",
       "202                    2  5f8f986aea60860b75384fab08u.jpg  12941969.0   \n",
       "\n",
       "     comp.compName  comp.compScale                    comp.compLogo  \\\n",
       "0             瓜瓜网络        100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       "1    广州知行机器人科技有限公司          50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       "2     广州如壹文化传媒有限公司           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "3     广州立象网络科技有限公司           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "4     广州铂音文化传媒有限公司          50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       "..             ...             ...                              ...   \n",
       "198   广州徕斯文化传播有限公司           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "199  广州知进守网络科技有限公司           1-49人  6209c8ac852ef53f0fc58fa701u.png   \n",
       "200  广州瑞枫跨境供应链有限公司           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "201    广州市共利贸易有限公司           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "202   广州如壹文化传媒有限公司           1-49人  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "                                    comp.link comp.compIndustry  \\\n",
       "0    https://www.liepin.com/company/12751171/              电子商务   \n",
       "1    https://www.liepin.com/company/12878813/             计算机软件   \n",
       "2    https://www.liepin.com/company/12941969/            专业技术服务   \n",
       "3    https://www.liepin.com/company/13346319/              IT服务   \n",
       "4    https://www.liepin.com/company/10046081/            专业技术服务   \n",
       "..                                        ...               ...   \n",
       "198  https://www.liepin.com/company/12678397/          广播/影视/录音   \n",
       "199  https://www.liepin.com/company/12998867/           在线社交/媒体   \n",
       "200   https://www.liepin.com/company/8761157/            贸易/进出口   \n",
       "201  https://www.liepin.com/company/13226613/             批发/零售   \n",
       "202  https://www.liepin.com/company/12941969/            专业技术服务   \n",
       "\n",
       "     comp.compStage job.campusJobKind  \n",
       "0               NaN               NaN  \n",
       "1               NaN               NaN  \n",
       "2               NaN               NaN  \n",
       "3               NaN               NaN  \n",
       "4               NaN               NaN  \n",
       "..              ...               ...  \n",
       "198             NaN               NaN  \n",
       "199             NaN               NaN  \n",
       "200           融资未公开               NaN  \n",
       "201             NaN                应届  \n",
       "202             NaN                实习  \n",
       "\n",
       "[203 rows x 33 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(key+'_liepin_'+output_time+'.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e14c166d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 203 entries, 0 to 202\n",
      "Data columns (total 33 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                203 non-null    int64  \n",
      " 1   dataInfo                  203 non-null    object \n",
      " 2   dataParams                203 non-null    object \n",
      " 3   job.labels                203 non-null    object \n",
      " 4   job.refreshTime           203 non-null    int64  \n",
      " 5   job.jobKind               203 non-null    int64  \n",
      " 6   job.jobId                 203 non-null    int64  \n",
      " 7   job.salary                203 non-null    object \n",
      " 8   job.dq                    203 non-null    object \n",
      " 9   job.topJob                203 non-null    bool   \n",
      " 10  job.title                 203 non-null    object \n",
      " 11  job.link                  203 non-null    object \n",
      " 12  job.requireWorkYears      201 non-null    object \n",
      " 13  job.pcOuterLink           0 non-null      float64\n",
      " 14  job.h5OuterLink           0 non-null      float64\n",
      " 15  job.requireEduLevel       201 non-null    object \n",
      " 16  job.advViewFlag           203 non-null    bool   \n",
      " 17  job.dataPromId            203 non-null    object \n",
      " 18  recruiter.chatted         203 non-null    bool   \n",
      " 19  recruiter.recruiterId     203 non-null    object \n",
      " 20  recruiter.recruiterName   203 non-null    object \n",
      " 21  recruiter.recruiterTitle  186 non-null    object \n",
      " 22  recruiter.imId            203 non-null    object \n",
      " 23  recruiter.imUserType      203 non-null    int64  \n",
      " 24  recruiter.recruiterPhoto  203 non-null    object \n",
      " 25  comp.compId               202 non-null    float64\n",
      " 26  comp.compName             203 non-null    object \n",
      " 27  comp.compScale            196 non-null    object \n",
      " 28  comp.compLogo             203 non-null    object \n",
      " 29  comp.link                 202 non-null    object \n",
      " 30  comp.compIndustry         197 non-null    object \n",
      " 31  comp.compStage            55 non-null     object \n",
      " 32  job.campusJobKind         2 non-null      object \n",
      "dtypes: bool(3), float64(3), int64(5), object(22)\n",
      "memory usage: 48.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bf806de",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "048c64d5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20210520203503</td>\n",
       "      <td>摄影剪辑师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>瓜瓜网络</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530141457</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知行机器人科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['视频剪辑', '后期制作', 'pr']</td>\n",
       "      <td>20230319091436</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20221107210124</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州立象网络科技有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['后期制作', '视频剪辑']</td>\n",
       "      <td>20191119133330</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州铂音文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>['摄像', '剪辑', '视频摄影', '短视频']</td>\n",
       "      <td>20210409153028</td>\n",
       "      <td>摄像师</td>\n",
       "      <td>1-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州徕斯文化传播有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']</td>\n",
       "      <td>20220418174119</td>\n",
       "      <td>短视频编导</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知进守网络科技有限公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']</td>\n",
       "      <td>20230307141000</td>\n",
       "      <td>海外文案策划编辑</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州瑞枫跨境供应链有限公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>['大专']</td>\n",
       "      <td>20230415150750</td>\n",
       "      <td>后期剪辑师</td>\n",
       "      <td>3-8k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市共利贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>['提供转正', '大专', '视频剪辑']</td>\n",
       "      <td>20220126233003</td>\n",
       "      <td>视频编辑</td>\n",
       "      <td>100元/天</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                                   []   20210520203503   \n",
       "1                                                   []   20230530141457   \n",
       "2                               ['视频剪辑', '后期制作', 'pr']   20230319091436   \n",
       "3                                                   []   20221107210124   \n",
       "4                                     ['后期制作', '视频剪辑']   20191119133330   \n",
       "..                                                 ...              ...   \n",
       "198                        ['摄像', '剪辑', '视频摄影', '短视频']   20210409153028   \n",
       "199               ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']   20220418174119   \n",
       "200  ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']   20230307141000   \n",
       "201                                             ['大专']   20230415150750   \n",
       "202                             ['提供转正', '大专', '视频剪辑']   20220126233003   \n",
       "\n",
       "    job.title  job.salary  job.dq  job.topJob job.requireWorkYears  \\\n",
       "0       摄影剪辑师  10-15k·13薪      广州       False                 1-3年   \n",
       "1       视频剪辑师        6-9k  广州-天河区       False                 3-5年   \n",
       "2         剪辑师        5-8k      广州       False                 经验不限   \n",
       "3       视频剪辑师        4-8k  广州-白云区       False                 经验不限   \n",
       "4         剪辑师        4-8k      广州       False                 1-3年   \n",
       "..        ...         ...     ...         ...                  ...   \n",
       "198       摄像师        1-6k      广州       False                 经验不限   \n",
       "199     短视频编导      10-15k      广州       False                 1-3年   \n",
       "200  海外文案策划编辑        6-8k  广州-天河区       False                 1-3年   \n",
       "201     后期剪辑师        3-8k  广州-荔湾区       False                  NaN   \n",
       "202      视频编辑      100元/天      广州       False                  NaN   \n",
       "\n",
       "    job.requireEduLevel comp.compStage  comp.compName comp.compIndustry  \\\n",
       "0                    大专            NaN           瓜瓜网络              电子商务   \n",
       "1                    本科            NaN  广州知行机器人科技有限公司             计算机软件   \n",
       "2                    大专            NaN   广州如壹文化传媒有限公司            专业技术服务   \n",
       "3                  学历不限            NaN   广州立象网络科技有限公司              IT服务   \n",
       "4                  学历不限            NaN   广州铂音文化传媒有限公司            专业技术服务   \n",
       "..                  ...            ...            ...               ...   \n",
       "198                  大专            NaN   广州徕斯文化传播有限公司          广播/影视/录音   \n",
       "199                  大专            NaN  广州知进守网络科技有限公司           在线社交/媒体   \n",
       "200                  本科          融资未公开  广州瑞枫跨境供应链有限公司            贸易/进出口   \n",
       "201                 NaN            NaN    广州市共利贸易有限公司             批发/零售   \n",
       "202                 NaN            NaN   广州如壹文化传媒有限公司            专业技术服务   \n",
       "\n",
       "    comp.compScale  \n",
       "0         100-499人  \n",
       "1           50-99人  \n",
       "2            1-49人  \n",
       "3            1-49人  \n",
       "4           50-99人  \n",
       "..             ...  \n",
       "198          1-49人  \n",
       "199          1-49人  \n",
       "200          1-49人  \n",
       "201          1-49人  \n",
       "202          1-49人  \n",
       "\n",
       "[203 rows x 12 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66931fa5",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "40af9bd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        68\n",
       "广州-天河区    33\n",
       "广州-白云区    25\n",
       "广州-番禺区    24\n",
       "广州-海珠区    21\n",
       "广州-越秀区    13\n",
       "广州-黄埔区     8\n",
       "广州-荔湾区     7\n",
       "广州-花都区     2\n",
       "广州-南沙区     1\n",
       "广州-增城区     1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3d453ad6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州',\n",
       " '广州-天河区',\n",
       " '广州-白云区',\n",
       " '广州-番禺区',\n",
       " '广州-海珠区',\n",
       " '广州-越秀区',\n",
       " '广州-黄埔区',\n",
       " '广州-荔湾区',\n",
       " '广州-花都区',\n",
       " '广州-南沙区',\n",
       " '广州-增城区']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6e2e2626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '白云区', '番禺区', '海珠区', '越秀区', '黄埔区', '荔湾区', '花都区', '南沙区', '增城区']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区 = [  df_PM_gz['job.dq'].value_counts().index.tolist()[i].split('-')[1]\\\n",
    "      for i,v in enumerate(df_PM_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4cc7c76a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[33, 25, 24, 21, 13, 8, 7, 2, 1, 1]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "岗位个数 = [  df_PM_gz['job.dq'].value_counts().values.tolist()[i]     \\\n",
    "        for i,v in enumerate(df_PM_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1d6a1a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入城市, [list(z) for z in zip(地区, 岗位个数)], 用户输入城市)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-\"+用户输入城市+\"地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render( key+\"_dq_\"+用户输入城市+\"_地区分布_\"+output_time+\".html\")\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eeb9e36",
   "metadata": {},
   "source": [
    "## 职位分布\n",
    "\n",
    "* 知识点：dataframe字符串处理\n",
    "> 1. [pandas.series.str](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b865f4c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         摄影剪辑师\n",
       "1         视频剪辑师\n",
       "2           剪辑师\n",
       "3         视频剪辑师\n",
       "4           剪辑师\n",
       "         ...   \n",
       "198         摄像师\n",
       "199       短视频编导\n",
       "200    海外文案策划编辑\n",
       "201       后期剪辑师\n",
       "202        视频编辑\n",
       "Name: job.title, Length: 203, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7bdd1791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9        视频剪辑师\n",
       "19      信息流剪辑师\n",
       "49       视频剪辑师\n",
       "65     视频拍摄剪辑师\n",
       "74       视频剪辑师\n",
       "111     短视频剪辑师\n",
       "113     短视频剪辑师\n",
       "127      视频剪辑师\n",
       "165     视频剪辑制作\n",
       "185    多媒体运营助理\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_PM_gz['job.title'][   df_PM_gz['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "67ce6925",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "视频剪辑师     46\n",
       "剪辑师       28\n",
       "摄影剪辑师     13\n",
       "拍摄剪辑师     11\n",
       "后期剪辑师      9\n",
       "          ..\n",
       "摄影剪辑       1\n",
       "视频剪辑制作     1\n",
       "女装主播       1\n",
       "后期剪辑       1\n",
       "视频编辑       1\n",
       "Name: job.title, Length: 71, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "002d568f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['视频剪辑师',\n",
       " '剪辑师',\n",
       " '摄影剪辑师',\n",
       " '拍摄剪辑师',\n",
       " '后期剪辑师',\n",
       " '摄像剪辑师',\n",
       " '短视频剪辑师',\n",
       " '视频拍摄剪辑师',\n",
       " '短视频拍摄剪辑师',\n",
       " '短视频摄影剪辑师',\n",
       " '短视频编导',\n",
       " '短视频剪辑',\n",
       " '视频剪辑师 ',\n",
       " '视频剪辑',\n",
       " '游戏视频剪辑师',\n",
       " '产品摄影师',\n",
       " '高级剪辑师',\n",
       " '抖音短视频运营',\n",
       " '视频创意总监',\n",
       " '广告文案编辑',\n",
       " '新媒体编辑',\n",
       " '知识付费类短视频运营主管',\n",
       " '视频制作',\n",
       " '后期剪辑助理',\n",
       " '抖音短视频编导',\n",
       " '实习生',\n",
       " '带货主播',\n",
       " '多媒体运营助理',\n",
       " '抖音短视频剪辑拍摄',\n",
       " '视频文案策划',\n",
       " '视频制作主管',\n",
       " '影视助理',\n",
       " '短视频拍摄剪辑',\n",
       " '新媒体运营主管',\n",
       " '新媒体',\n",
       " '策划师',\n",
       " '新媒体运营',\n",
       " '视频创意策划',\n",
       " '摄影后期制作',\n",
       " '摄像师',\n",
       " '海外文案策划编辑',\n",
       " '短剧投放主管',\n",
       " '婚礼剪辑师',\n",
       " '抖音直播投手',\n",
       " '视频制作经理',\n",
       " '抖音视频剪辑师',\n",
       " '抖音剪辑师',\n",
       " '信息流剪辑师',\n",
       " '短视频-拍摄剪辑师',\n",
       " '首席剪辑师',\n",
       " '资深剪辑师',\n",
       " '短视频摄影师',\n",
       " '短视频摄像剪辑师',\n",
       " '视频摄影剪辑师',\n",
       " '视频剪辑师-大快消酒水营销中心',\n",
       " '视频策划拍摄剪辑师',\n",
       " '短视频拍摄',\n",
       " '抖音短视频拍摄剪辑师',\n",
       " '影视后期制作剪辑师',\n",
       " '后期包装剪辑师',\n",
       " '摄影师剪辑师',\n",
       " '抖音短视频剪辑师',\n",
       " '高级剪辑师 ',\n",
       " ' 视频剪辑师',\n",
       " '招聘摄影师剪辑师',\n",
       " '实习生视频拍摄',\n",
       " '摄影剪辑',\n",
       " '视频剪辑制作',\n",
       " '女装主播',\n",
       " '后期剪辑',\n",
       " '视频编辑']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "02180275",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e8c8f438",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[46,\n",
       " 28,\n",
       " 13,\n",
       " 11,\n",
       " 9,\n",
       " 9,\n",
       " 8,\n",
       " 5,\n",
       " 3,\n",
       " 3,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "24635f28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "视频剪辑师              43\n",
       "剪辑师                28\n",
       "摄影剪辑师              12\n",
       "拍摄剪辑师              11\n",
       "后期剪辑师               9\n",
       "                   ..\n",
       "后期包装剪辑师             1\n",
       "影视后期制作剪辑师           1\n",
       "抖音短视频拍摄剪辑师          1\n",
       "短视频拍摄/摄影师/视频剪辑师     1\n",
       "视频编辑                1\n",
       "Name: job.title, Length: 82, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0a02f2bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('剪辑师', 28),\n",
       " ('摄影剪辑师', 13),\n",
       " ('拍摄剪辑师', 11),\n",
       " ('后期剪辑师', 9),\n",
       " ('摄像剪辑师', 9),\n",
       " ('短视频剪辑师', 8),\n",
       " ('视频拍摄剪辑师', 5),\n",
       " ('短视频拍摄剪辑师', 3),\n",
       " ('短视频摄影剪辑师', 3),\n",
       " ('短视频编导', 2),\n",
       " ('短视频剪辑', 2),\n",
       " ('视频剪辑师 ', 2),\n",
       " ('视频剪辑', 2),\n",
       " ('游戏视频剪辑师', 2),\n",
       " ('产品摄影师', 2),\n",
       " ('高级剪辑师', 2),\n",
       " ('抖音短视频运营', 1),\n",
       " ('视频创意总监', 1),\n",
       " ('广告文案编辑', 1),\n",
       " ('新媒体编辑', 1),\n",
       " ('知识付费类短视频运营主管', 1),\n",
       " ('视频制作', 1),\n",
       " ('后期剪辑助理', 1),\n",
       " ('抖音短视频编导', 1),\n",
       " ('实习生', 1),\n",
       " ('带货主播', 1),\n",
       " ('多媒体运营助理', 1),\n",
       " ('抖音短视频剪辑拍摄', 1),\n",
       " ('视频文案策划', 1),\n",
       " ('视频制作主管', 1),\n",
       " ('影视助理', 1),\n",
       " ('短视频拍摄剪辑', 1),\n",
       " ('新媒体运营主管', 1),\n",
       " ('新媒体', 1),\n",
       " ('策划师', 1),\n",
       " ('新媒体运营', 1),\n",
       " ('视频创意策划', 1),\n",
       " ('摄影后期制作', 1),\n",
       " ('摄像师', 1),\n",
       " ('海外文案策划编辑', 1),\n",
       " ('短剧投放主管', 1),\n",
       " ('婚礼剪辑师', 1),\n",
       " ('抖音直播投手', 1),\n",
       " ('视频制作经理', 1),\n",
       " ('抖音视频剪辑师', 1),\n",
       " ('抖音剪辑师', 1),\n",
       " ('信息流剪辑师', 1),\n",
       " ('短视频-拍摄剪辑师', 1),\n",
       " ('首席剪辑师', 1),\n",
       " ('资深剪辑师', 1),\n",
       " ('短视频摄影师', 1),\n",
       " ('短视频摄像剪辑师', 1),\n",
       " ('视频摄影剪辑师', 1),\n",
       " ('视频剪辑师-大快消酒水营销中心', 1),\n",
       " ('视频策划拍摄剪辑师', 1),\n",
       " ('短视频拍摄', 1),\n",
       " ('抖音短视频拍摄剪辑师', 1),\n",
       " ('影视后期制作剪辑师', 1),\n",
       " ('后期包装剪辑师', 1),\n",
       " ('摄影师剪辑师', 1),\n",
       " ('抖音短视频剪辑师', 1),\n",
       " ('高级剪辑师 ', 1),\n",
       " (' 视频剪辑师', 1),\n",
       " ('招聘摄影师剪辑师', 1),\n",
       " ('实习生视频拍摄', 1),\n",
       " ('摄影剪辑', 1),\n",
       " ('视频剪辑制作', 1),\n",
       " ('女装主播', 1),\n",
       " ('后期剪辑', 1),\n",
       " ('视频编辑', 1)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "601ce6a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_岗位名称_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd926d7",
   "metadata": {},
   "source": [
    "## job.labels\n",
    "\n",
    "* 目标：统计labels的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "692c0136",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                     []\n",
       "1                                                     []\n",
       "2                                 ['视频剪辑', '后期制作', 'pr']\n",
       "3                                                     []\n",
       "4                                       ['后期制作', '视频剪辑']\n",
       "                             ...                        \n",
       "198                          ['摄像', '剪辑', '视频摄影', '短视频']\n",
       "199                 ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']\n",
       "200    ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']\n",
       "201                                               ['大专']\n",
       "202                               ['提供转正', '大专', '视频剪辑']\n",
       "Name: job.labels, Length: 203, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "58da6bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['[]', '[]', \"['视频剪辑', '后期制作', 'pr']\", '[]', \"['后期制作', '视频剪辑']\",\n",
       "       '[]', '[]', '[]', \"['视频后期', '视频剪辑', '短视频制片']\", '[]', '[]', '[]',\n",
       "       '[]', \"['新媒体', '短视频拍摄', '音频剪辑', '视频剪辑', '拍照', '茶类']\", '[]', '[]',\n",
       "       \"['短视频剪辑', '视频剪辑', '剪辑', '短视频', '短视频内容', '视频特效', '短视频策划']\", '[]',\n",
       "       \"['服装', '短视频', '抖音', '拍摄剪辑']\", '[]',\n",
       "       \"['快消品', 'After Effects', 'Premiere', '产品视频剪辑', '社交平台', '简单平面延展']\",\n",
       "       '[]', \"['剪辑', '电商', '项目管理', '后期', '视频策划']\", '[]', '[]',\n",
       "       \"['后期剪辑', '视频剪辑']\", \"['视频剪辑', '短视频类']\", '[]',\n",
       "       \"['电商摄影', '视频摄影', '短视频拍摄']\", '[]', \"['抖音剪辑']\", \"['短视频拍摄', '视频类']\",\n",
       "       \"['短视频拍摄', '视频剪辑', '抖音平台', '手机拍摄', '家居类']\", \"['视频剪辑', '美业行业']\",\n",
       "       '[]', \"['视频剪辑']\", \"['信息流广告', '带货视频', '口播', '种草视频']\",\n",
       "       \"['后期制作', '剪辑']\", '[]', '[]', \"['拍摄剪辑', '短视频类', '后期剪辑']\",\n",
       "       \"['女装类', '短视频', '后期剪辑']\",\n",
       "       \"['短视频拍摄', '美食摄影', '视频摄影', '视频剪辑', '抖音运营', '视频号', '剪辑师', '直播运营', '直播/视频产品']\",\n",
       "       \"['短视频拍摄', '视频剪辑', '脚本撰写', '短视频玩法']\", \"['信息流剪辑', '服装电商', '视频剪辑']\",\n",
       "       \"['后期剪辑', '视频剪辑', '后期特效', '后期调色', '后期制作', '混剪', '信息流', '短视频', '信息流投放']\",\n",
       "       '[]', '[]', '[]', \"['视频剪辑', '要求会比较专业', '新媒体财经头部行']\",\n",
       "       \"['视频剪辑、平面设']\", '[]', '[]', '[]', \"['后期制作', '剪辑']\",\n",
       "       \"['后期制作', '摄影', '视频剪辑', '电商产品']\", \"['视频剪辑']\", \"['PE、AE、PS']\",\n",
       "       \"['视频剪辑', '后期剪辑', 'Premiere Pro', 'After effects', '短视频拍摄']\", '[]',\n",
       "       \"['摄影类', '视频剪辑', '短视频策划']\", \"['女装类', '爆款', '抖音']\", '[]', '[]',\n",
       "       '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]',\n",
       "       \"['视频剪辑']\", '[]', \"['拍摄剪辑', '抖音平台']\", \"['美妆剪辑师']\",\n",
       "       \"['抖音', '视频剪辑', '短视频剪辑', '后期制作', '后期剪辑', '视频编辑']\",\n",
       "       \"['活动视频', '视频运营创作', '美业行业', '护肤品']\", \"['拍摄剪辑师']\", '[]', \"['视频剪辑']\",\n",
       "       '[]', '[]', \"['抖音短视频', '电商摄影']\",\n",
       "       \"['后期制作', 'pr软件', 'ae软件', '剪辑', '拍摄', '视频音频制作', '视频剪辑']\", '[]',\n",
       "       \"['视频剪辑']\", \"['视频剪辑']\", \"['后期制作', '视频剪辑', '美术学']\", '[]', '[]',\n",
       "       \"['后期设计', '包装设计']\", '[]', '[]',\n",
       "       \"['后期制作', '动画', '视频剪辑', '摄影师', '视频音频制作', '短视频编辑', 'pr']\",\n",
       "       \"['后期制作', '视频剪辑', '摄影师']\",\n",
       "       \"['后期制作', '剪辑', '视频编辑', '短视频编辑', '宣传片编辑', 'pr软件']\", '[]',\n",
       "       \"['剪辑', '视频编辑']\", \"['视频剪辑', '短视频编辑', '摄影新媒体']\", \"['摄影师']\",\n",
       "       \"['技术创新']\", \"['视频剪辑', '短视频类', '短视频运营', '短视频拍摄']\", '[]', \"['剪辑']\",\n",
       "       \"['后期制作', '动画']\", \"['视频编辑', '剪辑']\", \"['后期制作', '视频编辑', '剪辑']\",\n",
       "       \"['视频剪辑', '短视频编辑', '游戏剪辑', '游戏混剪 ', '后期制作', '视频音频制作', '后期特效']\",\n",
       "       '[]', \"['后期制作', '视频剪辑', '视频音频制作', '摄影师']\", '[]',\n",
       "       \"['视频剪辑', '灯光渲染师', '视频音频制作', '后期制作', '视频拍摄', '拍摄布景']\",\n",
       "       \"['后期制作', '视频剪辑']\", \"['视频剪辑']\", '[]', '[]', \"['熟练掌握Pr或Final Cut']\",\n",
       "       \"['后期制作', '剪辑']\", \"['短视频', '剪辑', '视频编辑', '抖音', '快手', '后期制作']\",\n",
       "       '[]', \"['后期制作']\", \"['剪辑']\", '[]', '[]', '[]', '[]',\n",
       "       \"['剪辑', '短视频编辑']\", \"['剪辑', '短视频制作', '摄影师', '剪辑师']\", '[]', \"['剪辑']\",\n",
       "       \"['视频剪辑']\", '[]', \"['剪辑']\",\n",
       "       \"['视频剪辑', '新媒体', '剪辑师', '自媒体', '推广策划', '市场推广', '文案撰写', '视频脚本撰写', '视频创意', '创业公司']\",\n",
       "       \"['PR', '剪映']\", '[]', '[]', '[]', \"['视频剪辑', 'pr', 'ae软件']\",\n",
       "       \"['后期制作', '剪辑']\", \"['视频剪辑']\", \"['视频剪辑']\",\n",
       "       \"['视频剪辑', '短视频', '广告制作']\", \"['后期制作']\", \"['剪辑']\", '[]', \"['摄影师']\",\n",
       "       \"['视频剪辑', 'photoshop（ps）图像处理软件', '后期制作', '视频音频制作']\",\n",
       "       \"['后期制作', '剪辑']\", \"['摄影师', '视频剪辑', '后期制作', '抖音短视频']\", '[]',\n",
       "       \"['摄影师', '视频剪辑', '后期制作', '视频音频制作']\", \"['剪辑', '短视频编辑', '摄影']\",\n",
       "       \"['剪辑']\", \"['剪辑']\",\n",
       "       \"['后期制作', '视频剪辑', '动画', '4k综艺经验', 'ae包装', '达芬奇调色', '摄影师', '灯光渲染师', '三维制作', '独立审美思维']\",\n",
       "       \"['后期制作']\", \"['视频剪辑']\",\n",
       "       \"['后期制作', '视频剪辑', '视频音频制作', 'photoshop（ps）图像处理软件', '摄影师']\",\n",
       "       \"['剪辑师', '婚礼']\", \"['后期制作', '视频剪辑', '视频音频制作', 'pr', '摄影师']\",\n",
       "       \"['短视频拍摄', '服装摄影']\",\n",
       "       \"['快手', '抖音', '微博', '短剧', '小说', '短视频', '形象视频', '后期制作', '视频剪辑']\",\n",
       "       \"['电商主播', '女装类', '带货']\", \"['线上']\", '[]', \"['摄像', '剪辑']\", '[]',\n",
       "       '[]', \"['短剧投放', '小说投放']\", '[]', '[]', \"['剪辑、制作', 'B站视频剪辑']\",\n",
       "       \"['短视频运营', '直播运营', '粉丝运营', '内容运营', '自媒体平台']\",\n",
       "       \"['广告创意', '创意设计', '创意策划', '品牌营销', '活动执行']\", \"['后期剪辑', '短视频剪辑']\",\n",
       "       \"['广告文案', '活动文案', '品牌文案', '渠道推广', '软文撰写', '视频文案', '电商文案']\",\n",
       "       \"['产品运营']\", \"['视频编导', '能编能导']\", '[]',\n",
       "       \"['抖音平台', '编导', '脚本语言', '视频文案']\", \"['平台运营', '短视频运营', '内容运营']\",\n",
       "       \"['社群运营', '新媒体运营']\", \"['剪辑']\",\n",
       "       \"['社交媒体', '社交媒介', '新媒体', '广告/传媒/文化']\", \"['带货主播', '有亲和力', '互动能力强']\",\n",
       "       \"['后期制作', '现场拍摄']\", \"['短视频剪辑', '后期剪辑', '后期制作', '电商视频']\",\n",
       "       \"['文案', '内容运营', '新媒体运营', '社群运营']\", \"['视频类', '活动运营', '活动策划']\",\n",
       "       \"['服务业']\", \"['新媒体运营']\", \"['短视频策划', '广告创意']\", \"['短视频制片', '视频剪辑']\",\n",
       "       \"['视频剪辑']\", \"['摄像', '剪辑', '视频摄影', '短视频']\",\n",
       "       \"['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']\",\n",
       "       \"['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']\", \"['大专']\",\n",
       "       \"['提供转正', '大专', '视频剪辑']\"], dtype=object)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d607c892",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[],\n",
       " [],\n",
       " ['视频剪辑', '后期制作', 'pr'],\n",
       " [],\n",
       " ['后期制作', '视频剪辑'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['视频后期', '视频剪辑', '短视频制片'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['新媒体', '短视频拍摄', '音频剪辑', '视频剪辑', '拍照', '茶类'],\n",
       " [],\n",
       " [],\n",
       " ['短视频剪辑', '视频剪辑', '剪辑', '短视频', '短视频内容', '视频特效', '短视频策划'],\n",
       " [],\n",
       " ['服装', '短视频', '抖音', '拍摄剪辑'],\n",
       " [],\n",
       " ['快消品', 'After Effects', 'Premiere', '产品视频剪辑', '社交平台', '简单平面延展'],\n",
       " [],\n",
       " ['剪辑', '电商', '项目管理', '后期', '视频策划'],\n",
       " [],\n",
       " [],\n",
       " ['后期剪辑', '视频剪辑'],\n",
       " ['视频剪辑', '短视频类'],\n",
       " [],\n",
       " ['电商摄影', '视频摄影', '短视频拍摄'],\n",
       " [],\n",
       " ['抖音剪辑'],\n",
       " ['短视频拍摄', '视频类'],\n",
       " ['短视频拍摄', '视频剪辑', '抖音平台', '手机拍摄', '家居类'],\n",
       " ['视频剪辑', '美业行业'],\n",
       " [],\n",
       " ['视频剪辑'],\n",
       " ['信息流广告', '带货视频', '口播', '种草视频'],\n",
       " ['后期制作', '剪辑'],\n",
       " [],\n",
       " [],\n",
       " ['拍摄剪辑', '短视频类', '后期剪辑'],\n",
       " ['女装类', '短视频', '后期剪辑'],\n",
       " ['短视频拍摄', '美食摄影', '视频摄影', '视频剪辑', '抖音运营', '视频号', '剪辑师', '直播运营', '直播/视频产品'],\n",
       " ['短视频拍摄', '视频剪辑', '脚本撰写', '短视频玩法'],\n",
       " ['信息流剪辑', '服装电商', '视频剪辑'],\n",
       " ['后期剪辑', '视频剪辑', '后期特效', '后期调色', '后期制作', '混剪', '信息流', '短视频', '信息流投放'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['视频剪辑', '要求会比较专业', '新媒体财经头部行'],\n",
       " ['视频剪辑、平面设'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['后期制作', '剪辑'],\n",
       " ['后期制作', '摄影', '视频剪辑', '电商产品'],\n",
       " ['视频剪辑'],\n",
       " ['PE、AE、PS'],\n",
       " ['视频剪辑', '后期剪辑', 'Premiere Pro', 'After effects', '短视频拍摄'],\n",
       " [],\n",
       " ['摄影类', '视频剪辑', '短视频策划'],\n",
       " ['女装类', '爆款', '抖音'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['视频剪辑'],\n",
       " [],\n",
       " ['拍摄剪辑', '抖音平台'],\n",
       " ['美妆剪辑师'],\n",
       " ['抖音', '视频剪辑', '短视频剪辑', '后期制作', '后期剪辑', '视频编辑'],\n",
       " ['活动视频', '视频运营创作', '美业行业', '护肤品'],\n",
       " ['拍摄剪辑师'],\n",
       " [],\n",
       " ['视频剪辑'],\n",
       " [],\n",
       " [],\n",
       " ['抖音短视频', '电商摄影'],\n",
       " ['后期制作', 'pr软件', 'ae软件', '剪辑', '拍摄', '视频音频制作', '视频剪辑'],\n",
       " [],\n",
       " ['视频剪辑'],\n",
       " ['视频剪辑'],\n",
       " ['后期制作', '视频剪辑', '美术学'],\n",
       " [],\n",
       " [],\n",
       " ['后期设计', '包装设计'],\n",
       " [],\n",
       " [],\n",
       " ['后期制作', '动画', '视频剪辑', '摄影师', '视频音频制作', '短视频编辑', 'pr'],\n",
       " ['后期制作', '视频剪辑', '摄影师'],\n",
       " ['后期制作', '剪辑', '视频编辑', '短视频编辑', '宣传片编辑', 'pr软件'],\n",
       " [],\n",
       " ['剪辑', '视频编辑'],\n",
       " ['视频剪辑', '短视频编辑', '摄影新媒体'],\n",
       " ['摄影师'],\n",
       " ['技术创新'],\n",
       " ['视频剪辑', '短视频类', '短视频运营', '短视频拍摄'],\n",
       " [],\n",
       " ['剪辑'],\n",
       " ['后期制作', '动画'],\n",
       " ['视频编辑', '剪辑'],\n",
       " ['后期制作', '视频编辑', '剪辑'],\n",
       " ['视频剪辑', '短视频编辑', '游戏剪辑', '游戏混剪 ', '后期制作', '视频音频制作', '后期特效'],\n",
       " [],\n",
       " ['后期制作', '视频剪辑', '视频音频制作', '摄影师'],\n",
       " [],\n",
       " ['视频剪辑', '灯光渲染师', '视频音频制作', '后期制作', '视频拍摄', '拍摄布景'],\n",
       " ['后期制作', '视频剪辑'],\n",
       " ['视频剪辑'],\n",
       " [],\n",
       " [],\n",
       " ['熟练掌握Pr或Final Cut'],\n",
       " ['后期制作', '剪辑'],\n",
       " ['短视频', '剪辑', '视频编辑', '抖音', '快手', '后期制作'],\n",
       " [],\n",
       " ['后期制作'],\n",
       " ['剪辑'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['剪辑', '短视频编辑'],\n",
       " ['剪辑', '短视频制作', '摄影师', '剪辑师'],\n",
       " [],\n",
       " ['剪辑'],\n",
       " ['视频剪辑'],\n",
       " [],\n",
       " ['剪辑'],\n",
       " ['视频剪辑',\n",
       "  '新媒体',\n",
       "  '剪辑师',\n",
       "  '自媒体',\n",
       "  '推广策划',\n",
       "  '市场推广',\n",
       "  '文案撰写',\n",
       "  '视频脚本撰写',\n",
       "  '视频创意',\n",
       "  '创业公司'],\n",
       " ['PR', '剪映'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['视频剪辑', 'pr', 'ae软件'],\n",
       " ['后期制作', '剪辑'],\n",
       " ['视频剪辑'],\n",
       " ['视频剪辑'],\n",
       " ['视频剪辑', '短视频', '广告制作'],\n",
       " ['后期制作'],\n",
       " ['剪辑'],\n",
       " [],\n",
       " ['摄影师'],\n",
       " ['视频剪辑', 'photoshop（ps）图像处理软件', '后期制作', '视频音频制作'],\n",
       " ['后期制作', '剪辑'],\n",
       " ['摄影师', '视频剪辑', '后期制作', '抖音短视频'],\n",
       " [],\n",
       " ['摄影师', '视频剪辑', '后期制作', '视频音频制作'],\n",
       " ['剪辑', '短视频编辑', '摄影'],\n",
       " ['剪辑'],\n",
       " ['剪辑'],\n",
       " ['后期制作',\n",
       "  '视频剪辑',\n",
       "  '动画',\n",
       "  '4k综艺经验',\n",
       "  'ae包装',\n",
       "  '达芬奇调色',\n",
       "  '摄影师',\n",
       "  '灯光渲染师',\n",
       "  '三维制作',\n",
       "  '独立审美思维'],\n",
       " ['后期制作'],\n",
       " ['视频剪辑'],\n",
       " ['后期制作', '视频剪辑', '视频音频制作', 'photoshop（ps）图像处理软件', '摄影师'],\n",
       " ['剪辑师', '婚礼'],\n",
       " ['后期制作', '视频剪辑', '视频音频制作', 'pr', '摄影师'],\n",
       " ['短视频拍摄', '服装摄影'],\n",
       " ['快手', '抖音', '微博', '短剧', '小说', '短视频', '形象视频', '后期制作', '视频剪辑'],\n",
       " ['电商主播', '女装类', '带货'],\n",
       " ['线上'],\n",
       " [],\n",
       " ['摄像', '剪辑'],\n",
       " [],\n",
       " [],\n",
       " ['短剧投放', '小说投放'],\n",
       " [],\n",
       " [],\n",
       " ['剪辑、制作', 'B站视频剪辑'],\n",
       " ['短视频运营', '直播运营', '粉丝运营', '内容运营', '自媒体平台'],\n",
       " ['广告创意', '创意设计', '创意策划', '品牌营销', '活动执行'],\n",
       " ['后期剪辑', '短视频剪辑'],\n",
       " ['广告文案', '活动文案', '品牌文案', '渠道推广', '软文撰写', '视频文案', '电商文案'],\n",
       " ['产品运营'],\n",
       " ['视频编导', '能编能导'],\n",
       " [],\n",
       " ['抖音平台', '编导', '脚本语言', '视频文案'],\n",
       " ['平台运营', '短视频运营', '内容运营'],\n",
       " ['社群运营', '新媒体运营'],\n",
       " ['剪辑'],\n",
       " ['社交媒体', '社交媒介', '新媒体', '广告/传媒/文化'],\n",
       " ['带货主播', '有亲和力', '互动能力强'],\n",
       " ['后期制作', '现场拍摄'],\n",
       " ['短视频剪辑', '后期剪辑', '后期制作', '电商视频'],\n",
       " ['文案', '内容运营', '新媒体运营', '社群运营'],\n",
       " ['视频类', '活动运营', '活动策划'],\n",
       " ['服务业'],\n",
       " ['新媒体运营'],\n",
       " ['短视频策划', '广告创意'],\n",
       " ['短视频制片', '视频剪辑'],\n",
       " ['视频剪辑'],\n",
       " ['摄像', '剪辑', '视频摄影', '短视频'],\n",
       " ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多'],\n",
       " ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划'],\n",
       " ['大专'],\n",
       " ['提供转正', '大专', '视频剪辑']]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cdd091f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['视频剪辑',\n",
       " '后期制作',\n",
       " 'pr',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '视频后期',\n",
       " '视频剪辑',\n",
       " '短视频制片',\n",
       " '新媒体',\n",
       " '短视频拍摄',\n",
       " '音频剪辑',\n",
       " '视频剪辑',\n",
       " '拍照',\n",
       " '茶类',\n",
       " '短视频剪辑',\n",
       " '视频剪辑',\n",
       " '剪辑',\n",
       " '短视频',\n",
       " '短视频内容',\n",
       " '视频特效',\n",
       " '短视频策划',\n",
       " '服装',\n",
       " '短视频',\n",
       " '抖音',\n",
       " '拍摄剪辑',\n",
       " '快消品',\n",
       " 'After Effects',\n",
       " 'Premiere',\n",
       " '产品视频剪辑',\n",
       " '社交平台',\n",
       " '简单平面延展',\n",
       " '剪辑',\n",
       " '电商',\n",
       " '项目管理',\n",
       " '后期',\n",
       " '视频策划',\n",
       " '后期剪辑',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '短视频类',\n",
       " '电商摄影',\n",
       " '视频摄影',\n",
       " '短视频拍摄',\n",
       " '抖音剪辑',\n",
       " '短视频拍摄',\n",
       " '视频类',\n",
       " '短视频拍摄',\n",
       " '视频剪辑',\n",
       " '抖音平台',\n",
       " '手机拍摄',\n",
       " '家居类',\n",
       " '视频剪辑',\n",
       " '美业行业',\n",
       " '视频剪辑',\n",
       " '信息流广告',\n",
       " '带货视频',\n",
       " '口播',\n",
       " '种草视频',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '拍摄剪辑',\n",
       " '短视频类',\n",
       " '后期剪辑',\n",
       " '女装类',\n",
       " '短视频',\n",
       " '后期剪辑',\n",
       " '短视频拍摄',\n",
       " '美食摄影',\n",
       " '视频摄影',\n",
       " '视频剪辑',\n",
       " '抖音运营',\n",
       " '视频号',\n",
       " '剪辑师',\n",
       " '直播运营',\n",
       " '直播/视频产品',\n",
       " '短视频拍摄',\n",
       " '视频剪辑',\n",
       " '脚本撰写',\n",
       " '短视频玩法',\n",
       " '信息流剪辑',\n",
       " '服装电商',\n",
       " '视频剪辑',\n",
       " '后期剪辑',\n",
       " '视频剪辑',\n",
       " '后期特效',\n",
       " '后期调色',\n",
       " '后期制作',\n",
       " '混剪',\n",
       " '信息流',\n",
       " '短视频',\n",
       " '信息流投放',\n",
       " '视频剪辑',\n",
       " '要求会比较专业',\n",
       " '新媒体财经头部行',\n",
       " '视频剪辑、平面设',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '后期制作',\n",
       " '摄影',\n",
       " '视频剪辑',\n",
       " '电商产品',\n",
       " '视频剪辑',\n",
       " 'PE、AE、PS',\n",
       " '视频剪辑',\n",
       " '后期剪辑',\n",
       " 'Premiere Pro',\n",
       " 'After effects',\n",
       " '短视频拍摄',\n",
       " '摄影类',\n",
       " '视频剪辑',\n",
       " '短视频策划',\n",
       " '女装类',\n",
       " '爆款',\n",
       " '抖音',\n",
       " '视频剪辑',\n",
       " '拍摄剪辑',\n",
       " '抖音平台',\n",
       " '美妆剪辑师',\n",
       " '抖音',\n",
       " '视频剪辑',\n",
       " '短视频剪辑',\n",
       " '后期制作',\n",
       " '后期剪辑',\n",
       " '视频编辑',\n",
       " '活动视频',\n",
       " '视频运营创作',\n",
       " '美业行业',\n",
       " '护肤品',\n",
       " '拍摄剪辑师',\n",
       " '视频剪辑',\n",
       " '抖音短视频',\n",
       " '电商摄影',\n",
       " '后期制作',\n",
       " 'pr软件',\n",
       " 'ae软件',\n",
       " '剪辑',\n",
       " '拍摄',\n",
       " '视频音频制作',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '美术学',\n",
       " '后期设计',\n",
       " '包装设计',\n",
       " '后期制作',\n",
       " '动画',\n",
       " '视频剪辑',\n",
       " '摄影师',\n",
       " '视频音频制作',\n",
       " '短视频编辑',\n",
       " 'pr',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '摄影师',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '视频编辑',\n",
       " '短视频编辑',\n",
       " '宣传片编辑',\n",
       " 'pr软件',\n",
       " '剪辑',\n",
       " '视频编辑',\n",
       " '视频剪辑',\n",
       " '短视频编辑',\n",
       " '摄影新媒体',\n",
       " '摄影师',\n",
       " '技术创新',\n",
       " '视频剪辑',\n",
       " '短视频类',\n",
       " '短视频运营',\n",
       " '短视频拍摄',\n",
       " '剪辑',\n",
       " '后期制作',\n",
       " '动画',\n",
       " '视频编辑',\n",
       " '剪辑',\n",
       " '后期制作',\n",
       " '视频编辑',\n",
       " '剪辑',\n",
       " '视频剪辑',\n",
       " '短视频编辑',\n",
       " '游戏剪辑',\n",
       " '游戏混剪 ',\n",
       " '后期制作',\n",
       " '视频音频制作',\n",
       " '后期特效',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '视频音频制作',\n",
       " '摄影师',\n",
       " '视频剪辑',\n",
       " '灯光渲染师',\n",
       " '视频音频制作',\n",
       " '后期制作',\n",
       " '视频拍摄',\n",
       " '拍摄布景',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '熟练掌握Pr或Final Cut',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '短视频',\n",
       " '剪辑',\n",
       " '视频编辑',\n",
       " '抖音',\n",
       " '快手',\n",
       " '后期制作',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '剪辑',\n",
       " '短视频编辑',\n",
       " '剪辑',\n",
       " '短视频制作',\n",
       " '摄影师',\n",
       " '剪辑师',\n",
       " '剪辑',\n",
       " '视频剪辑',\n",
       " '剪辑',\n",
       " '视频剪辑',\n",
       " '新媒体',\n",
       " '剪辑师',\n",
       " '自媒体',\n",
       " '推广策划',\n",
       " '市场推广',\n",
       " '文案撰写',\n",
       " '视频脚本撰写',\n",
       " '视频创意',\n",
       " '创业公司',\n",
       " 'PR',\n",
       " '剪映',\n",
       " '视频剪辑',\n",
       " 'pr',\n",
       " 'ae软件',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '短视频',\n",
       " '广告制作',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '摄影师',\n",
       " '视频剪辑',\n",
       " 'photoshop（ps）图像处理软件',\n",
       " '后期制作',\n",
       " '视频音频制作',\n",
       " '后期制作',\n",
       " '剪辑',\n",
       " '摄影师',\n",
       " '视频剪辑',\n",
       " '后期制作',\n",
       " '抖音短视频',\n",
       " '摄影师',\n",
       " '视频剪辑',\n",
       " '后期制作',\n",
       " '视频音频制作',\n",
       " '剪辑',\n",
       " '短视频编辑',\n",
       " '摄影',\n",
       " '剪辑',\n",
       " '剪辑',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '动画',\n",
       " '4k综艺经验',\n",
       " 'ae包装',\n",
       " '达芬奇调色',\n",
       " '摄影师',\n",
       " '灯光渲染师',\n",
       " '三维制作',\n",
       " '独立审美思维',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '视频音频制作',\n",
       " 'photoshop（ps）图像处理软件',\n",
       " '摄影师',\n",
       " '剪辑师',\n",
       " '婚礼',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '视频音频制作',\n",
       " 'pr',\n",
       " '摄影师',\n",
       " '短视频拍摄',\n",
       " '服装摄影',\n",
       " '快手',\n",
       " '抖音',\n",
       " '微博',\n",
       " '短剧',\n",
       " '小说',\n",
       " '短视频',\n",
       " '形象视频',\n",
       " '后期制作',\n",
       " '视频剪辑',\n",
       " '电商主播',\n",
       " '女装类',\n",
       " '带货',\n",
       " '线上',\n",
       " '摄像',\n",
       " '剪辑',\n",
       " '短剧投放',\n",
       " '小说投放',\n",
       " '剪辑、制作',\n",
       " 'B站视频剪辑',\n",
       " '短视频运营',\n",
       " '直播运营',\n",
       " '粉丝运营',\n",
       " '内容运营',\n",
       " '自媒体平台',\n",
       " '广告创意',\n",
       " '创意设计',\n",
       " '创意策划',\n",
       " '品牌营销',\n",
       " '活动执行',\n",
       " '后期剪辑',\n",
       " '短视频剪辑',\n",
       " '广告文案',\n",
       " '活动文案',\n",
       " '品牌文案',\n",
       " '渠道推广',\n",
       " '软文撰写',\n",
       " '视频文案',\n",
       " '电商文案',\n",
       " '产品运营',\n",
       " '视频编导',\n",
       " '能编能导',\n",
       " '抖音平台',\n",
       " '编导',\n",
       " '脚本语言',\n",
       " '视频文案',\n",
       " '平台运营',\n",
       " '短视频运营',\n",
       " '内容运营',\n",
       " '社群运营',\n",
       " '新媒体运营',\n",
       " '剪辑',\n",
       " '社交媒体',\n",
       " '社交媒介',\n",
       " '新媒体',\n",
       " '广告/传媒/文化',\n",
       " '带货主播',\n",
       " '有亲和力',\n",
       " '互动能力强',\n",
       " '后期制作',\n",
       " '现场拍摄',\n",
       " '短视频剪辑',\n",
       " '后期剪辑',\n",
       " '后期制作',\n",
       " '电商视频',\n",
       " '文案',\n",
       " '内容运营',\n",
       " '新媒体运营',\n",
       " '社群运营',\n",
       " '视频类',\n",
       " '活动运营',\n",
       " '活动策划',\n",
       " '服务业',\n",
       " '新媒体运营',\n",
       " '短视频策划',\n",
       " '广告创意',\n",
       " '短视频制片',\n",
       " '视频剪辑',\n",
       " '视频剪辑',\n",
       " '摄像',\n",
       " '剪辑',\n",
       " '视频摄影',\n",
       " '短视频',\n",
       " '白酒类方向',\n",
       " '剧情号起号',\n",
       " '拍剪都会',\n",
       " '剧情号粉丝多',\n",
       " '电子商务',\n",
       " 'IT互联网',\n",
       " '跨境电商',\n",
       " '网站策划',\n",
       " '内容运营',\n",
       " '文案策划',\n",
       " '大专',\n",
       " '提供转正',\n",
       " '大专',\n",
       " '视频剪辑']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "PM_labels_list = [j     for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()       for j in i    ]\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "41a5b2f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('动画', 3),\n",
       " ('美术学', 1),\n",
       " ('短视频运营', 3),\n",
       " ('摄影', 2),\n",
       " ('信息流投放', 1),\n",
       " ('口播', 1),\n",
       " ('服务业', 1),\n",
       " ('短视频内容', 1),\n",
       " ('视频剪辑、平面设', 1),\n",
       " ('视频运营创作', 1),\n",
       " ('拍摄', 1),\n",
       " ('剧情号粉丝多', 1),\n",
       " ('活动文案', 1),\n",
       " ('视频号', 1),\n",
       " ('摄影师', 11),\n",
       " ('后期设计', 1),\n",
       " ('电商主播', 1),\n",
       " ('视频编导', 1),\n",
       " ('pr', 4),\n",
       " ('新媒体', 3),\n",
       " ('后期', 1),\n",
       " ('ae软件', 2),\n",
       " ('茶类', 1),\n",
       " ('游戏剪辑', 1),\n",
       " ('短视频策划', 3),\n",
       " ('视频创意', 1),\n",
       " ('电商视频', 1),\n",
       " ('要求会比较专业', 1),\n",
       " ('项目管理', 1),\n",
       " ('手机拍摄', 1),\n",
       " ('跨境电商', 1),\n",
       " ('粉丝运营', 1),\n",
       " ('电商产品', 1),\n",
       " ('文案策划', 1),\n",
       " ('视频类', 2),\n",
       " ('护肤品', 1),\n",
       " ('社群运营', 2),\n",
       " ('网站策划', 1),\n",
       " ('电商文案', 1),\n",
       " ('软文撰写', 1),\n",
       " ('脚本撰写', 1),\n",
       " ('互动能力强', 1),\n",
       " ('带货主播', 1),\n",
       " ('有亲和力', 1),\n",
       " ('活动执行', 1),\n",
       " ('渠道推广', 1),\n",
       " ('能编能导', 1),\n",
       " ('市场推广', 1),\n",
       " ('文案撰写', 1),\n",
       " ('美业行业', 2),\n",
       " ('三维制作', 1),\n",
       " ('音频剪辑', 1),\n",
       " ('短视频玩法', 1),\n",
       " ('混剪', 1),\n",
       " ('自媒体平台', 1),\n",
       " ('快消品', 1),\n",
       " ('视频编辑', 6),\n",
       " ('简单平面延展', 1),\n",
       " ('电子商务', 1),\n",
       " ('短剧', 1),\n",
       " ('短剧投放', 1),\n",
       " ('短视频制片', 2),\n",
       " ('Premiere', 1),\n",
       " ('剧情号起号', 1),\n",
       " ('拍摄剪辑', 3),\n",
       " ('PR', 1),\n",
       " ('社交媒介', 1),\n",
       " ('服装', 1),\n",
       " ('编导', 1),\n",
       " ('快手', 2),\n",
       " ('抖音剪辑', 1),\n",
       " ('品牌营销', 1),\n",
       " ('新媒体运营', 3),\n",
       " ('4k综艺经验', 1),\n",
       " ('社交平台', 1),\n",
       " ('广告创意', 2),\n",
       " ('社交媒体', 1),\n",
       " ('广告/传媒/文化', 1),\n",
       " ('剪辑', 26),\n",
       " ('包装设计', 1),\n",
       " ('宣传片编辑', 1),\n",
       " ('技术创新', 1),\n",
       " ('推广策划', 1),\n",
       " ('短视频剪辑', 4),\n",
       " ('现场拍摄', 1),\n",
       " ('拍剪都会', 1),\n",
       " ('美食摄影', 1),\n",
       " ('后期剪辑', 8),\n",
       " ('短视频类', 3),\n",
       " ('小说投放', 1),\n",
       " ('B站视频剪辑', 1),\n",
       " ('视频脚本撰写', 1),\n",
       " ('独立审美思维', 1),\n",
       " ('脚本语言', 1),\n",
       " ('活动视频', 1),\n",
       " ('摄像', 2),\n",
       " ('拍摄剪辑师', 1),\n",
       " ('游戏混剪 ', 1),\n",
       " ('灯光渲染师', 2),\n",
       " ('短视频编辑', 6),\n",
       " ('平台运营', 1),\n",
       " ('服装电商', 1),\n",
       " ('摄影类', 1),\n",
       " ('自媒体', 1),\n",
       " ('剪辑、制作', 1),\n",
       " ('广告制作', 1),\n",
       " ('电商摄影', 2),\n",
       " ('photoshop（ps）图像处理软件', 2),\n",
       " ('创业公司', 1),\n",
       " ('形象视频', 1),\n",
       " ('直播/视频产品', 1),\n",
       " ('IT互联网', 1),\n",
       " ('提供转正', 1),\n",
       " ('拍摄布景', 1),\n",
       " ('ae包装', 1),\n",
       " ('视频拍摄', 1),\n",
       " ('剪辑师', 4),\n",
       " ('新媒体财经头部行', 1),\n",
       " ('电商', 1),\n",
       " ('pr软件', 2),\n",
       " ('摄影新媒体', 1),\n",
       " ('后期制作', 34),\n",
       " ('After Effects', 1),\n",
       " ('产品运营', 1),\n",
       " ('家居类', 1),\n",
       " ('抖音短视频', 2),\n",
       " ('视频摄影', 3),\n",
       " ('婚礼', 1),\n",
       " ('种草视频', 1),\n",
       " ('文案', 1),\n",
       " ('抖音', 5),\n",
       " ('信息流广告', 1),\n",
       " ('视频特效', 1),\n",
       " ('产品视频剪辑', 1),\n",
       " ('短视频制作', 1),\n",
       " ('熟练掌握Pr或Final Cut', 1),\n",
       " ('广告文案', 1),\n",
       " ('活动策划', 1),\n",
       " ('抖音运营', 1),\n",
       " ('服装摄影', 1),\n",
       " ('短视频拍摄', 9),\n",
       " ('爆款', 1),\n",
       " ('品牌文案', 1),\n",
       " ('抖音平台', 3),\n",
       " ('线上', 1),\n",
       " ('创意设计', 1),\n",
       " ('创意策划', 1),\n",
       " ('直播运营', 2),\n",
       " ('视频剪辑', 52),\n",
       " ('微博', 1),\n",
       " ('活动运营', 1),\n",
       " ('女装类', 3),\n",
       " ('内容运营', 4),\n",
       " ('视频文案', 2),\n",
       " ('大专', 2),\n",
       " ('白酒类方向', 1),\n",
       " ('后期特效', 2),\n",
       " ('视频后期', 1),\n",
       " ('视频策划', 1),\n",
       " ('带货视频', 1),\n",
       " ('剪映', 1),\n",
       " ('信息流', 1),\n",
       " ('带货', 1),\n",
       " ('After effects', 1),\n",
       " ('达芬奇调色', 1),\n",
       " ('拍照', 1),\n",
       " ('视频音频制作', 9),\n",
       " ('后期调色', 1),\n",
       " ('短视频', 8),\n",
       " ('PE、AE、PS', 1),\n",
       " ('美妆剪辑师', 1),\n",
       " ('小说', 1),\n",
       " ('Premiere Pro', 1),\n",
       " ('信息流剪辑', 1)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\n",
    "\n",
    "PM_labels_words = [ (i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "251470c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_职位标签_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4a2acfd",
   "metadata": {},
   "source": [
    "## 薪资-（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "16561a4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20210520203503</td>\n",
       "      <td>摄影剪辑师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>瓜瓜网络</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530141457</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知行机器人科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['视频剪辑', '后期制作', 'pr']</td>\n",
       "      <td>20230319091436</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20221107210124</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州立象网络科技有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['后期制作', '视频剪辑']</td>\n",
       "      <td>20191119133330</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州铂音文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>['摄像', '剪辑', '视频摄影', '短视频']</td>\n",
       "      <td>20210409153028</td>\n",
       "      <td>摄像师</td>\n",
       "      <td>1-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州徕斯文化传播有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']</td>\n",
       "      <td>20220418174119</td>\n",
       "      <td>短视频编导</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知进守网络科技有限公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']</td>\n",
       "      <td>20230307141000</td>\n",
       "      <td>海外文案策划编辑</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州瑞枫跨境供应链有限公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>['大专']</td>\n",
       "      <td>20230415150750</td>\n",
       "      <td>后期剪辑师</td>\n",
       "      <td>3-8k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市共利贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>['提供转正', '大专', '视频剪辑']</td>\n",
       "      <td>20220126233003</td>\n",
       "      <td>视频编辑</td>\n",
       "      <td>100元/天</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0                                                   []  20210520203503   \n",
       "1                                                   []  20230530141457   \n",
       "2                               ['视频剪辑', '后期制作', 'pr']  20230319091436   \n",
       "3                                                   []  20221107210124   \n",
       "4                                     ['后期制作', '视频剪辑']  20191119133330   \n",
       "..                                                 ...             ...   \n",
       "198                        ['摄像', '剪辑', '视频摄影', '短视频']  20210409153028   \n",
       "199               ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']  20220418174119   \n",
       "200  ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']  20230307141000   \n",
       "201                                             ['大专']  20230415150750   \n",
       "202                             ['提供转正', '大专', '视频剪辑']  20220126233003   \n",
       "\n",
       "           职位          薪资      地区  是否top职位  工作年限    学历 公司融资情况           公司名称  \\\n",
       "0       摄影剪辑师  10-15k·13薪      广州    False  1-3年    大专    NaN           瓜瓜网络   \n",
       "1       视频剪辑师        6-9k  广州-天河区    False  3-5年    本科    NaN  广州知行机器人科技有限公司   \n",
       "2         剪辑师        5-8k      广州    False  经验不限    大专    NaN   广州如壹文化传媒有限公司   \n",
       "3       视频剪辑师        4-8k  广州-白云区    False  经验不限  学历不限    NaN   广州立象网络科技有限公司   \n",
       "4         剪辑师        4-8k      广州    False  1-3年  学历不限    NaN   广州铂音文化传媒有限公司   \n",
       "..        ...         ...     ...      ...   ...   ...    ...            ...   \n",
       "198       摄像师        1-6k      广州    False  经验不限    大专    NaN   广州徕斯文化传播有限公司   \n",
       "199     短视频编导      10-15k      广州    False  1-3年    大专    NaN  广州知进守网络科技有限公司   \n",
       "200  海外文案策划编辑        6-8k  广州-天河区    False  1-3年    本科  融资未公开  广州瑞枫跨境供应链有限公司   \n",
       "201     后期剪辑师        3-8k  广州-荔湾区    False   NaN   NaN    NaN    广州市共利贸易有限公司   \n",
       "202      视频编辑      100元/天      广州    False   NaN   NaN    NaN   广州如壹文化传媒有限公司   \n",
       "\n",
       "           行业        规模  \n",
       "0        电子商务  100-499人  \n",
       "1       计算机软件    50-99人  \n",
       "2      专业技术服务     1-49人  \n",
       "3        IT服务     1-49人  \n",
       "4      专业技术服务    50-99人  \n",
       "..        ...       ...  \n",
       "198  广播/影视/录音     1-49人  \n",
       "199   在线社交/媒体     1-49人  \n",
       "200    贸易/进出口     1-49人  \n",
       "201     批发/零售     1-49人  \n",
       "202    专业技术服务     1-49人  \n",
       "\n",
       "[203 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# columns 重命名\n",
    "df_PM_gz = df_PM_gz.rename(columns={\n",
    "    'job.labels':'职位标签',\n",
    "    'job.refreshTime':'职位更新时间',\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区',\n",
    "    'job.topJob':'是否top职位',\n",
    "    'job.requireWorkYears':'工作年限',\n",
    "    'job.requireEduLevel':'学历',\n",
    "    'comp.compStage':'公司融资情况',\n",
    "    'comp.compName':'公司名称',\n",
    "    'comp.compIndustry':'行业',\n",
    "    'comp.compScale':'规模'\n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "00bdb902",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20210520203503</td>\n",
       "      <td>摄影剪辑师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>瓜瓜网络</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530141457</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知行机器人科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['视频剪辑', '后期制作', 'pr']</td>\n",
       "      <td>20230319091436</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20221107210124</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州立象网络科技有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['后期制作', '视频剪辑']</td>\n",
       "      <td>20191119133330</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州铂音文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>['视频剪辑']</td>\n",
       "      <td>20210416092924</td>\n",
       "      <td>摄影后期制作</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市正锐文化传播有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>['摄像', '剪辑', '视频摄影', '短视频']</td>\n",
       "      <td>20210409153028</td>\n",
       "      <td>摄像师</td>\n",
       "      <td>1-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州徕斯文化传播有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']</td>\n",
       "      <td>20220418174119</td>\n",
       "      <td>短视频编导</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知进守网络科技有限公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']</td>\n",
       "      <td>20230307141000</td>\n",
       "      <td>海外文案策划编辑</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州瑞枫跨境供应链有限公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>['大专']</td>\n",
       "      <td>20230415150750</td>\n",
       "      <td>后期剪辑师</td>\n",
       "      <td>3-8k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市共利贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>201 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0                                                   []  20210520203503   \n",
       "1                                                   []  20230530141457   \n",
       "2                               ['视频剪辑', '后期制作', 'pr']  20230319091436   \n",
       "3                                                   []  20221107210124   \n",
       "4                                     ['后期制作', '视频剪辑']  20191119133330   \n",
       "..                                                 ...             ...   \n",
       "197                                           ['视频剪辑']  20210416092924   \n",
       "198                        ['摄像', '剪辑', '视频摄影', '短视频']  20210409153028   \n",
       "199               ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']  20220418174119   \n",
       "200  ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']  20230307141000   \n",
       "201                                             ['大专']  20230415150750   \n",
       "\n",
       "           职位          薪资      地区  是否top职位  工作年限    学历 公司融资情况           公司名称  \\\n",
       "0       摄影剪辑师  10-15k·13薪      广州    False  1-3年    大专    NaN           瓜瓜网络   \n",
       "1       视频剪辑师        6-9k  广州-天河区    False  3-5年    本科    NaN  广州知行机器人科技有限公司   \n",
       "2         剪辑师        5-8k      广州    False  经验不限    大专    NaN   广州如壹文化传媒有限公司   \n",
       "3       视频剪辑师        4-8k  广州-白云区    False  经验不限  学历不限    NaN   广州立象网络科技有限公司   \n",
       "4         剪辑师        4-8k      广州    False  1-3年  学历不限    NaN   广州铂音文化传媒有限公司   \n",
       "..        ...         ...     ...      ...   ...   ...    ...            ...   \n",
       "197    摄影后期制作        5-8k  广州-黄埔区    False  经验不限    大专    NaN  广州市正锐文化传播有限公司   \n",
       "198       摄像师        1-6k      广州    False  经验不限    大专    NaN   广州徕斯文化传播有限公司   \n",
       "199     短视频编导      10-15k      广州    False  1-3年    大专    NaN  广州知进守网络科技有限公司   \n",
       "200  海外文案策划编辑        6-8k  广州-天河区    False  1-3年    本科  融资未公开  广州瑞枫跨境供应链有限公司   \n",
       "201     后期剪辑师        3-8k  广州-荔湾区    False   NaN   NaN    NaN    广州市共利贸易有限公司   \n",
       "\n",
       "           行业        规模  \n",
       "0        电子商务  100-499人  \n",
       "1       计算机软件    50-99人  \n",
       "2      专业技术服务     1-49人  \n",
       "3        IT服务     1-49人  \n",
       "4      专业技术服务    50-99人  \n",
       "..        ...       ...  \n",
       "197    专业技术服务     1-49人  \n",
       "198  广播/影视/录音     1-49人  \n",
       "199   在线社交/媒体     1-49人  \n",
       "200    贸易/进出口     1-49人  \n",
       "201     批发/零售     1-49人  \n",
       "\n",
       "[201 rows x 12 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz [ ~df_PM_gz['薪资'].str.contains(\"面议|元/天\")]\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "18d53ef0",
   "metadata": {},
   "outputs": [
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       " ['6-9k'],\n",
       " ['6-10k'],\n",
       " ['6-10k'],\n",
       " ['5-10k'],\n",
       " ['5-9k'],\n",
       " ['8-12k'],\n",
       " ['3-5k'],\n",
       " ['5-8k'],\n",
       " ['6-9k', '13'],\n",
       " ['3-4k'],\n",
       " ['4-8k'],\n",
       " ['5-8k'],\n",
       " ['6-10k'],\n",
       " ['5-8k'],\n",
       " ['5-7k'],\n",
       " ['2-6k'],\n",
       " ['9-14k'],\n",
       " ['4-5k'],\n",
       " ['5-8k'],\n",
       " ['5-8k'],\n",
       " ['5-6k'],\n",
       " ['8-9k'],\n",
       " ['5-8k'],\n",
       " ['8-12k'],\n",
       " ['5-10k'],\n",
       " ['5-8k'],\n",
       " ['4-9k'],\n",
       " ['6-11k'],\n",
       " ['4-7k'],\n",
       " ['6-8k'],\n",
       " ['5-8k'],\n",
       " ['5-8k'],\n",
       " ['7-12k'],\n",
       " ['4-9k'],\n",
       " ['5-10k'],\n",
       " ['5-12k'],\n",
       " ['5-10k'],\n",
       " ['7-10k'],\n",
       " ['5-8k'],\n",
       " ['5-9k'],\n",
       " ['6-10k'],\n",
       " ['8-9k'],\n",
       " ['5-8k'],\n",
       " ['5-8k'],\n",
       " ['5-10k', '13'],\n",
       " ['8-12k'],\n",
       " ['8-12k'],\n",
       " ['10-15k'],\n",
       " ['5-8k'],\n",
       " ['10-15k'],\n",
       " ['8-15k'],\n",
       " ['8-10k'],\n",
       " ['8-10k'],\n",
       " ['15-28k'],\n",
       " ['1-4k'],\n",
       " ['5-8k'],\n",
       " ['10-20k'],\n",
       " ['7-12k'],\n",
       " ['15-30k', '13'],\n",
       " ['8-15k'],\n",
       " ['10-20k'],\n",
       " ['6-9k'],\n",
       " ['8-15k'],\n",
       " ['3-8k', '13'],\n",
       " ['7-15k'],\n",
       " ['5-10k'],\n",
       " ['6-8k', '13'],\n",
       " ['4-7k'],\n",
       " ['6-8k'],\n",
       " ['10-15k'],\n",
       " ['3-5k'],\n",
       " ['4-8k'],\n",
       " ['8-13k'],\n",
       " ['5-10k'],\n",
       " ['8-12k'],\n",
       " ['5-10k'],\n",
       " ['6-10k'],\n",
       " ['7-10k'],\n",
       " ['5-8k'],\n",
       " ['1-6k'],\n",
       " ['10-15k'],\n",
       " ['6-8k'],\n",
       " ['3-8k']]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e6004d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "6296b488",
   "metadata": {},
   "outputs": [
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       " 5.5]"
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     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2    \\\n",
    " if len(i)==1 else round((int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)     \\\n",
    " for i in 非薪资面议_detail        ] \n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b7ee36c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "201"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "0bf7c61d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\86181\\AppData\\Local\\Temp\\ipykernel_5564\\777353287.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  非薪资面议['平均薪资']=平均薪资\n"
     ]
    }
   ],
   "source": [
    "非薪资面议['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "7de0c864",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
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       "      <th>公司融资情况</th>\n",
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       "      <th>规模</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20210520203503</td>\n",
       "      <td>摄影剪辑师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>瓜瓜网络</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230530141457</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知行机器人科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['视频剪辑', '后期制作', 'pr']</td>\n",
       "      <td>20230319091436</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州如壹文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20221107210124</td>\n",
       "      <td>视频剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州立象网络科技有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['后期制作', '视频剪辑']</td>\n",
       "      <td>20191119133330</td>\n",
       "      <td>剪辑师</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州铂音文化传媒有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>['视频剪辑']</td>\n",
       "      <td>20210416092924</td>\n",
       "      <td>摄影后期制作</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市正锐文化传播有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>['摄像', '剪辑', '视频摄影', '短视频']</td>\n",
       "      <td>20210409153028</td>\n",
       "      <td>摄像师</td>\n",
       "      <td>1-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州徕斯文化传播有限公司</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']</td>\n",
       "      <td>20220418174119</td>\n",
       "      <td>短视频编导</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州知进守网络科技有限公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']</td>\n",
       "      <td>20230307141000</td>\n",
       "      <td>海外文案策划编辑</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州瑞枫跨境供应链有限公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>['大专']</td>\n",
       "      <td>20230415150750</td>\n",
       "      <td>后期剪辑师</td>\n",
       "      <td>3-8k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市共利贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>201 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0                                                   []  20210520203503   \n",
       "1                                                   []  20230530141457   \n",
       "2                               ['视频剪辑', '后期制作', 'pr']  20230319091436   \n",
       "3                                                   []  20221107210124   \n",
       "4                                     ['后期制作', '视频剪辑']  20191119133330   \n",
       "..                                                 ...             ...   \n",
       "197                                           ['视频剪辑']  20210416092924   \n",
       "198                        ['摄像', '剪辑', '视频摄影', '短视频']  20210409153028   \n",
       "199               ['白酒类方向', '剧情号起号', '拍剪都会', '剧情号粉丝多']  20220418174119   \n",
       "200  ['电子商务', 'IT互联网', '跨境电商', '网站策划', '内容运营', '文案策划']  20230307141000   \n",
       "201                                             ['大专']  20230415150750   \n",
       "\n",
       "           职位          薪资      地区  是否top职位  工作年限    学历 公司融资情况           公司名称  \\\n",
       "0       摄影剪辑师  10-15k·13薪      广州    False  1-3年    大专    NaN           瓜瓜网络   \n",
       "1       视频剪辑师        6-9k  广州-天河区    False  3-5年    本科    NaN  广州知行机器人科技有限公司   \n",
       "2         剪辑师        5-8k      广州    False  经验不限    大专    NaN   广州如壹文化传媒有限公司   \n",
       "3       视频剪辑师        4-8k  广州-白云区    False  经验不限  学历不限    NaN   广州立象网络科技有限公司   \n",
       "4         剪辑师        4-8k      广州    False  1-3年  学历不限    NaN   广州铂音文化传媒有限公司   \n",
       "..        ...         ...     ...      ...   ...   ...    ...            ...   \n",
       "197    摄影后期制作        5-8k  广州-黄埔区    False  经验不限    大专    NaN  广州市正锐文化传播有限公司   \n",
       "198       摄像师        1-6k      广州    False  经验不限    大专    NaN   广州徕斯文化传播有限公司   \n",
       "199     短视频编导      10-15k      广州    False  1-3年    大专    NaN  广州知进守网络科技有限公司   \n",
       "200  海外文案策划编辑        6-8k  广州-天河区    False  1-3年    本科  融资未公开  广州瑞枫跨境供应链有限公司   \n",
       "201     后期剪辑师        3-8k  广州-荔湾区    False   NaN   NaN    NaN    广州市共利贸易有限公司   \n",
       "\n",
       "           行业        规模  平均薪资  \n",
       "0        电子商务  100-499人  13.5  \n",
       "1       计算机软件    50-99人   7.5  \n",
       "2      专业技术服务     1-49人   6.5  \n",
       "3        IT服务     1-49人   6.0  \n",
       "4      专业技术服务    50-99人   6.0  \n",
       "..        ...       ...   ...  \n",
       "197    专业技术服务     1-49人   6.5  \n",
       "198  广播/影视/录音     1-49人   3.5  \n",
       "199   在线社交/媒体     1-49人  12.5  \n",
       "200    贸易/进出口     1-49人   7.0  \n",
       "201     批发/零售     1-49人   5.5  \n",
       "\n",
       "[201 rows x 13 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5a723ae3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>广州</th>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-南沙区</th>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-增城区</th>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-天河区</th>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-番禺区</th>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-白云区</th>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-花都区</th>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-荔湾区</th>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-越秀区</th>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-黄埔区</th>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        平均薪资\n",
       "地区          \n",
       "广州       8.1\n",
       "广州-南沙区   6.5\n",
       "广州-增城区   5.5\n",
       "广州-天河区   7.8\n",
       "广州-海珠区  10.0\n",
       "广州-番禺区   7.8\n",
       "广州-白云区   8.0\n",
       "广州-花都区   7.5\n",
       "广州-荔湾区   6.5\n",
       "广州-越秀区   9.0\n",
       "广州-黄埔区   6.5"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f260e86e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[8.1, 6.5, 5.5, 7.8, 10.0, 7.8, 8.0, 7.5, 6.5, 9.0, 6.5]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "23b5bf70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州',\n",
       " '广州-南沙区',\n",
       " '广州-增城区',\n",
       " '广州-天河区',\n",
       " '广州-海珠区',\n",
       " '广州-番禺区',\n",
       " '广州-白云区',\n",
       " '广州-花都区',\n",
       " '广州-荔湾区',\n",
       " '广州-越秀区',\n",
       " '广州-黄埔区']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7144cf60",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "    .render( key + \"_bar_with_brush_地区薪资中位数_\"+output_time+'.html')\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "eea5da69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>8.898039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>10.841935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>11.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>一年以下</th>\n",
       "      <td>7.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>7.122034</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年    8.898039\n",
       "3-5年   10.841935\n",
       "5-10年  11.350000\n",
       "一年以下    7.666667\n",
       "经验不限    7.122034"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_salary = 非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})\n",
    "df_year_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "2163b27f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">1-3年</th>\n",
       "      <th>中专/中技</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专</th>\n",
       "      <td>8.945455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>9.140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>9.033333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">3-5年</th>\n",
       "      <th>大专</th>\n",
       "      <td>11.572222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>14.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>9.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>9.340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">5-10年</th>\n",
       "      <th>大专</th>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>16.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">一年以下</th>\n",
       "      <th>大专</th>\n",
       "      <td>7.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">经验不限</th>\n",
       "      <th>大专</th>\n",
       "      <td>6.919444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>7.276471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>7.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>11.900000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  平均薪资\n",
       "工作年限  学历              \n",
       "1-3年  中专/中技   8.500000\n",
       "      大专      8.945455\n",
       "      学历不限    8.500000\n",
       "      本科      9.140000\n",
       "      统招本科    9.033333\n",
       "3-5年  大专     11.572222\n",
       "      大专及以上  14.600000\n",
       "      学历不限    9.583333\n",
       "      本科      9.340000\n",
       "      统招本科    9.000000\n",
       "5-10年 大专      6.500000\n",
       "      学历不限   16.200000\n",
       "一年以下  大专      7.900000\n",
       "      学历不限    6.500000\n",
       "经验不限  大专      6.919444\n",
       "      学历不限    7.276471\n",
       "      本科      7.100000\n",
       "      统招本科   11.900000"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "df_year_edulevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "9e3d7c57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT服务</th>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>专业技术服务</th>\n",
       "      <td>8.345000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云计算/大数据</th>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <td>8.823529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他商务服务业</th>\n",
       "      <td>13.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>农/林/牧/渔</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <td>8.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>区块链</th>\n",
       "      <td>9.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗机构</th>\n",
       "      <td>10.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>在线教育</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>在线社交/媒体</th>\n",
       "      <td>8.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>培训服务</th>\n",
       "      <td>7.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学术/科研</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>室内娱乐</th>\n",
       "      <td>7.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广告/公关/会展</th>\n",
       "      <td>8.837500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广播/影视/录音</th>\n",
       "      <td>7.557692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产开发经营</th>\n",
       "      <td>9.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产租赁/中介</th>\n",
       "      <td>9.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发/零售</th>\n",
       "      <td>8.191667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>整车制造</th>\n",
       "      <td>7.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文化艺术业</th>\n",
       "      <td>5.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新零售</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日化</th>\n",
       "      <td>8.828571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>智能硬件</th>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>服装/纺织/皮革</th>\n",
       "      <td>10.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汽车交易/后市场</th>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>生物技术</th>\n",
       "      <td>9.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子/半导体/集成电路</th>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子商务</th>\n",
       "      <td>10.114815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电气机械/器材</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科技金融</th>\n",
       "      <td>9.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <td>7.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>财务/审计/税务</th>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贸易/进出口</th>\n",
       "      <td>8.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>酒店/民宿</th>\n",
       "      <td>9.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>餐饮业</th>\n",
       "      <td>11.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  平均薪资\n",
       "行业                    \n",
       "IT服务          6.000000\n",
       "专业技术服务        8.345000\n",
       "云计算/大数据      10.000000\n",
       "互联网           8.823529\n",
       "其他商务服务业      13.500000\n",
       "农/林/牧/渔       7.000000\n",
       "制药            8.250000\n",
       "区块链           9.500000\n",
       "医疗器械          7.000000\n",
       "医疗机构         10.500000\n",
       "在线教育          7.000000\n",
       "在线社交/媒体       8.700000\n",
       "培训服务          7.900000\n",
       "学术/科研         8.000000\n",
       "室内娱乐          7.250000\n",
       "广告/公关/会展      8.837500\n",
       "广播/影视/录音      7.557692\n",
       "房地产开发经营       9.900000\n",
       "房地产租赁/中介      9.900000\n",
       "批发/零售         8.191667\n",
       "整车制造          7.700000\n",
       "文化艺术业         5.500000\n",
       "新零售           8.500000\n",
       "日化            8.828571\n",
       "智能硬件          8.000000\n",
       "服装/纺织/皮革     10.125000\n",
       "汽车交易/后市场      6.500000\n",
       "生物技术          9.900000\n",
       "电子/半导体/集成电路  15.000000\n",
       "电子商务         10.114815\n",
       "电气机械/器材       7.000000\n",
       "科技金融          9.500000\n",
       "计算机软件         7.062500\n",
       "财务/审计/税务     11.000000\n",
       "贸易/进出口        8.620000\n",
       "通信设备          8.500000\n",
       "酒店/民宿         9.500000\n",
       "食品/饮料/酒水      9.000000\n",
       "餐饮业          11.500000"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分行业\n",
    "df_industry = 非薪资面议.groupby('行业').agg({'平均薪资':'mean'})\n",
    "df_industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b22612f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter(key+'_'+output_time+'_.xlsx') as writer:  \n",
    "    df_year_salary.to_excel(writer, sheet_name='分工作年限平均薪资')\n",
    "    df_year_edulevel.to_excel(writer, sheet_name='分学历平均薪资')\n",
    "    df_industry.to_excel(writer, sheet_name='分行业平均薪资')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9326b535",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b4f207e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70f92c9d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "981e1308",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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